SPB Git

Repository Public Research preview

losses_by_ticker.csv 125.3 KB 2,027 lines csv

1ticker,cls,h,model,qlike,mse2AAPL,equity,1,Comb-InvMSE,0.16201183181779766,6.808568566948529e-083AAPL,equity,1,Comb-Mean,0.16567128606151948,6.861333536875552e-084AAPL,equity,1,EGARCH,0.25312653034938704,7.478802858624878e-085AAPL,equity,1,ElasticNet-H,0.16380591840938527,6.672196799638258e-086AAPL,equity,1,ElasticNet-X,0.157659551513657,6.198632773265378e-087AAPL,equity,1,GARCH,0.2320754761024424,7.609582362310524e-088AAPL,equity,1,GJR,0.23922382539518086,7.141494997790652e-089AAPL,equity,1,HAR,0.18210239795252384,7.04318742710784e-0810AAPL,equity,1,HAR-CJ,0.18539584084318347,7.062000339985179e-0811AAPL,equity,1,HAR-J,0.18255022345915334,7.060002687559606e-0812AAPL,equity,1,HARQ,0.38427004852593555,7.881299722276148e-0813AAPL,equity,1,LASSO-H,0.16615448529249394,6.766022035468864e-0814AAPL,equity,1,LASSO-X,0.16075471992163173,6.561170982830712e-0815AAPL,equity,1,LSTM,0.30941791941617913,8.379754392321565e-0816AAPL,equity,1,LightGBM-H,0.2080983173029119,8.353566176212245e-0817AAPL,equity,1,LightGBM-X,0.2155587258737161,8.33523487256415e-0818AAPL,equity,1,LogHAR,0.16390083699669122,6.67761182706926e-0819AAPL,equity,1,Pooled-LGBM,0.17545290340733377,6.303516305554637e-0820AAPL,equity,1,RF-H,0.19268844454119027,8.402957108199852e-0821AAPL,equity,1,RF-X,0.18243737562923468,8.042888855630852e-0822AAPL,equity,1,RealGARCH,0.16473715487803856,6.541387961754987e-0823AAPL,equity,1,Ridge-H,0.16364769954565367,6.664118168077753e-0824AAPL,equity,1,Ridge-X,0.1582857809332069,6.170495019839662e-0825AAPL,equity,1,SHAR,0.1997930490176987,7.102093741468997e-0826AAPL,equity,1,Transformer,0.39921987699456907,1.0417031799621989e-0727AAPL,equity,1,XGBoost-H,0.2004295678062612,9.395122271846836e-0828AAPL,equity,1,XGBoost-X,0.20278163297220111,8.255459684021971e-0829AAPL,equity,5,Comb-InvMSE,0.15150418350216338,4.975070951703471e-0830AAPL,equity,5,Comb-Mean,0.1570593049586566,5.0085930959327043e-0831AAPL,equity,5,EGARCH,0.21230326326137267,5.0157735368825915e-0832AAPL,equity,5,ElasticNet-H,0.15066293659138488,4.727529803492073e-0833AAPL,equity,5,ElasticNet-X,0.14885862683975287,4.625902296461168e-0834AAPL,equity,5,GARCH,0.19873337356188459,5.266361421088836e-0835AAPL,equity,5,GJR,0.20665006746121822,5.104759360713458e-0836AAPL,equity,5,HAR,0.17456131350054124,5.3023007132220205e-0837AAPL,equity,5,HAR-CJ,0.1764308855773417,5.224141655658943e-0838AAPL,equity,5,HAR-J,0.1757630822864927,5.284408566829621e-0839AAPL,equity,5,HARQ,0.3040246160614104,5.8156637048400504e-0840AAPL,equity,5,LASSO-H,0.1536055319929146,4.7987701497590815e-0841AAPL,equity,5,LASSO-X,0.14910066043953307,4.6263481797694946e-0842AAPL,equity,5,LSTM,0.26061822080773145,5.833821741062576e-0843AAPL,equity,5,LightGBM-H,0.20657162096380005,6.545372189903162e-0844AAPL,equity,5,LightGBM-X,0.22595273301871827,6.681139056501089e-0845AAPL,equity,5,LogHAR,0.1503625840048255,4.717513663620517e-0846AAPL,equity,5,Pooled-LGBM,0.1739060191281458,4.5422528969211115e-0847AAPL,equity,5,RF-H,0.1776996323484736,5.645949034048477e-0848AAPL,equity,5,RF-X,0.1813613759814317,5.8769708919807235e-0849AAPL,equity,5,RealGARCH,0.15673201298780354,4.673054382799455e-0850AAPL,equity,5,Ridge-H,0.15026984460831938,4.721207742634341e-0851AAPL,equity,5,Ridge-X,0.1496704766158536,4.598456613042186e-0852AAPL,equity,5,SHAR,0.1756647461874965,5.284750425955959e-0853AAPL,equity,5,Transformer,0.3296129022216015,6.877247013814165e-0854AAPL,equity,5,XGBoost-H,0.2012798819088993,6.628355415364227e-0855AAPL,equity,5,XGBoost-X,0.22260276106813218,6.973677519447502e-0856AAPL,equity,22,Comb-InvMSE,0.17939301419711293,3.3915979214486603e-0857AAPL,equity,22,Comb-Mean,0.1904367087526134,3.4011925945879104e-0858AAPL,equity,22,EGARCH,0.20795173597199595,3.427785493884203e-0859AAPL,equity,22,ElasticNet-H,0.17964152257019797,3.329268622677776e-0860AAPL,equity,22,ElasticNet-X,0.17929407086216673,3.352101118531569e-0861AAPL,equity,22,GARCH,0.20307955060788652,3.658495823289629e-0862AAPL,equity,22,GJR,0.20325952008924936,3.615881269677957e-0863AAPL,equity,22,HAR,0.20864385048476258,3.671283725504569e-0864AAPL,equity,22,HAR-CJ,0.2091931479486361,3.636151882440868e-0865AAPL,equity,22,HAR-J,0.20905368679378872,3.670806154770031e-0866AAPL,equity,22,HARQ,0.2678047825691856,3.7446715546543856e-0867AAPL,equity,22,LASSO-H,0.18182635902778968,3.314695659360504e-0868AAPL,equity,22,LASSO-X,0.18143740498528546,3.352023581455375e-0869AAPL,equity,22,LSTM,0.2620185096873834,3.866228471154083e-0870AAPL,equity,22,LightGBM-H,0.2445446194638747,4.014312018805947e-0871AAPL,equity,22,LightGBM-X,0.25767477841568415,4.057692138163141e-0872AAPL,equity,22,LogHAR,0.1787350644997871,3.313975574702146e-0873AAPL,equity,22,Pooled-LGBM,0.2356802066070433,4.441066281093033e-0874AAPL,equity,22,RF-H,0.19717852454982668,3.479601457673273e-0875AAPL,equity,22,RF-X,0.21258262733885613,3.561681738323482e-0876AAPL,equity,22,RealGARCH,0.20266380945025964,3.398094204698439e-0877AAPL,equity,22,Ridge-H,0.17942094901300068,3.3341717577033977e-0878AAPL,equity,22,Ridge-X,0.18056064248584916,3.380193250377446e-0879AAPL,equity,22,SHAR,0.20978617405724162,3.6798170461546973e-0880AAPL,equity,22,Transformer,0.30640931006855854,4.180241587656398e-0881AAPL,equity,22,XGBoost-H,0.23749924728014551,3.965860307558638e-0882AAPL,equity,22,XGBoost-X,0.25468185325983095,4.067522840893717e-0883ADA,crypto,1,Comb-InvMSE,0.43168532253834874,0.0001598998576189178884ADA,crypto,1,Comb-Mean,0.49566699461774394,0.0001592344389208579585ADA,crypto,1,EGARCH,0.803700909596858,0.000214098686191615686ADA,crypto,1,ElasticNet-H,0.4558471248382816,0.0001630717936286104687ADA,crypto,1,ElasticNet-X,0.44980764931686085,0.0001629056026281784288ADA,crypto,1,GARCH,0.8119392588548258,0.0002076464109701212489ADA,crypto,1,GJR,0.8155236160636122,0.0002181084194200807690ADA,crypto,1,HAR,0.5419800554361202,0.0001661753718075177691ADA,crypto,1,HAR-CJ,0.5438265640998254,0.0001642291162165314492ADA,crypto,1,HAR-J,0.5428830603587088,0.0001658004443584705893ADA,crypto,1,HARQ,0.682000020386487,0.0001585439473033393794ADA,crypto,1,LASSO-H,0.4571716530439228,0.0001630945132025259695ADA,crypto,1,LASSO-X,0.4577881266753541,0.0001630095794157727896ADA,crypto,1,LSTM,0.5271205486802534,0.00015929395763753597ADA,crypto,1,LightGBM-H,0.5625294858443456,0.0001571065646184009398ADA,crypto,1,LightGBM-X,0.4304350444083341,0.000155917464483332899ADA,crypto,1,LogHAR,0.48465090906099684,0.00016435295528511302100ADA,crypto,1,Pooled-LGBM,0.45910334947223885,0.00015596585560010865101ADA,crypto,1,RF-H,0.46810142872138305,0.00015681520944061297102ADA,crypto,1,RF-X,0.4518799026787149,0.00015638118512211396103ADA,crypto,1,RealGARCH,0.603105525000679,0.00018445019372164727104ADA,crypto,1,Ridge-H,0.4556875442771257,0.00016312229938329474105ADA,crypto,1,Ridge-X,0.44763072820225325,0.00016287970273883722106ADA,crypto,1,SHAR,0.5593773953655345,0.00016497189890694137107ADA,crypto,1,Transformer,0.5756295187845788,0.00016230926039149273108ADA,crypto,1,XGBoost-H,0.6116401905389958,0.00015767627729669975109ADA,crypto,1,XGBoost-X,0.4630887504153222,0.00015592269178158665110ADA,crypto,5,Comb-InvMSE,0.3806549160865013,3.704355357471472e-05111ADA,crypto,5,Comb-Mean,0.458292007496998,3.927152896841569e-05112ADA,crypto,5,EGARCH,0.7642896264184446,9.209347255535445e-05113ADA,crypto,5,ElasticNet-H,0.3884632452762794,3.768147949927172e-05114ADA,crypto,5,ElasticNet-X,0.40370586631253425,3.7170525403417264e-05115ADA,crypto,5,GARCH,0.7679248356665628,8.747539206871914e-05116ADA,crypto,5,GJR,0.7764596938106401,9.750290324290182e-05117ADA,crypto,5,HAR,0.527570233788201,4.203323654787598e-05118ADA,crypto,5,HAR-CJ,0.5695269408821041,4.665811660283851e-05119ADA,crypto,5,HAR-J,0.5708631793365354,4.464989954297427e-05120ADA,crypto,5,HARQ,0.46740765490865643,3.8972238438438636e-05121ADA,crypto,5,LASSO-H,0.389819288064596,3.7692590909973125e-05122ADA,crypto,5,LASSO-X,0.4100472884000277,3.726775928011449e-05123ADA,crypto,5,LSTM,0.4331741475537336,3.762114246546587e-05124ADA,crypto,5,LightGBM-H,0.3891107859077143,3.659891236201101e-05125ADA,crypto,5,LightGBM-X,0.508010688637338,3.663105776369591e-05126ADA,crypto,5,LogHAR,0.38391294378252677,3.734995125913658e-05127ADA,crypto,5,Pooled-LGBM,0.46933605981441584,3.6276721333420305e-05128ADA,crypto,5,RF-H,0.37363616564174906,3.593727284731325e-05129ADA,crypto,5,RF-X,0.39036342649306954,3.652270093520127e-05130ADA,crypto,5,RealGARCH,0.5485268450659274,7.300264486753087e-05131ADA,crypto,5,Ridge-H,0.3883277535195727,3.767764245130006e-05132ADA,crypto,5,Ridge-X,0.4031651586330219,3.720146151579817e-05133ADA,crypto,5,SHAR,0.5239672632916442,4.224366292779936e-05134ADA,crypto,5,Transformer,0.45722422848969796,3.984613296628482e-05135ADA,crypto,5,XGBoost-H,0.3977273946441748,3.638362058625407e-05136ADA,crypto,5,XGBoost-X,0.44760001184105275,3.61428988526553e-05137ADA,crypto,22,Comb-InvMSE,0.32195322816948274,1.1142624611292692e-05138ADA,crypto,22,Comb-Mean,0.4451987544787315,1.7554587168438255e-05139ADA,crypto,22,EGARCH,0.7374672462122468,8.646318897799629e-05140ADA,crypto,22,ElasticNet-H,0.3563749383813516,1.2674225596419711e-05141ADA,crypto,22,ElasticNet-X,0.33141476866452,1.1375200416422736e-05142ADA,crypto,22,GARCH,0.7263577980844449,7.531381451286937e-05143ADA,crypto,22,GJR,0.739132447417324,8.81230336324842e-05144ADA,crypto,22,HAR,0.5670618635705403,2.742559291821053e-05145ADA,crypto,22,HAR-CJ,0.586965472933231,3.148567094738483e-05146ADA,crypto,22,HAR-J,0.5857350119510907,2.935849608243761e-05147ADA,crypto,22,HARQ,0.5136059349563731,2.196899185256307e-05148ADA,crypto,22,LASSO-H,0.35762807412776954,1.2687870524515848e-05149ADA,crypto,22,LASSO-X,0.3429171279217215,1.1632952777065e-05150ADA,crypto,22,LSTM,0.3748345503174091,1.4160536100186735e-05151ADA,crypto,22,LightGBM-H,0.3907998688656071,1.3208860087602055e-05152ADA,crypto,22,LightGBM-X,0.3971692566717303,1.2594708176077165e-05153ADA,crypto,22,LogHAR,0.33556956961157086,1.1563128290065846e-05154ADA,crypto,22,Pooled-LGBM,0.3681056135329981,1.089238092043981e-05155ADA,crypto,22,RF-H,0.3484038232716552,1.130862314526595e-05156ADA,crypto,22,RF-X,0.3373005428257026,1.1437962456114585e-05157ADA,crypto,22,RealGARCH,0.5241657114427809,7.885253428487173e-05158ADA,crypto,22,Ridge-H,0.35629618317906003,1.267337396315943e-05159ADA,crypto,22,Ridge-X,0.3341773533996367,1.140929040833916e-05160ADA,crypto,22,SHAR,0.5636275299538315,2.84225189769356e-05161ADA,crypto,22,Transformer,0.34805740465142465,1.547732793149383e-05162ADA,crypto,22,XGBoost-H,0.4056220672402392,1.2487753121895201e-05163ADA,crypto,22,XGBoost-X,0.38843097334809906,1.1785136183336517e-05164AUDUSD,fx,1,Comb-InvMSE,0.12735734483590197,2.30325895173621e-09165AUDUSD,fx,1,Comb-Mean,0.13168338929887188,2.3836728690886075e-09166AUDUSD,fx,1,EGARCH,0.25218737893157,4.523786517676925e-09167AUDUSD,fx,1,ElasticNet-H,0.13362465306141746,2.2680424582592267e-09168AUDUSD,fx,1,ElasticNet-X,0.11811914033313317,2.1012201224663234e-09169AUDUSD,fx,1,GARCH,0.19955525660419357,2.950887751471157e-09170AUDUSD,fx,1,GJR,0.2096907242182511,2.969393553303117e-09171AUDUSD,fx,1,HAR,0.14296290187512714,2.4327609738031467e-09172AUDUSD,fx,1,HAR-CJ,0.13655579838892606,2.3110655348381013e-09173AUDUSD,fx,1,HAR-J,0.13994650026204705,2.293449507101694e-09174AUDUSD,fx,1,HARQ,0.1427222099514757,2.319817884904118e-09175AUDUSD,fx,1,LASSO-H,0.13401604873277398,2.2688541279799684e-09176AUDUSD,fx,1,LASSO-X,0.11778439495983302,2.050652537110963e-09177AUDUSD,fx,1,LSTM,0.2999508983145245,4.656270218072635e-09178AUDUSD,fx,1,LightGBM-H,0.17531106176470762,3.197758894127647e-09179AUDUSD,fx,1,LightGBM-X,0.1447579971238529,2.7072155876449482e-09180AUDUSD,fx,1,LogHAR,0.13379841608350998,2.2924835067791167e-09181AUDUSD,fx,1,Pooled-LGBM,0.13016007453507092,1.9546230006721146e-09182AUDUSD,fx,1,RF-H,0.14971650512534493,2.8622646956873825e-09183AUDUSD,fx,1,RF-X,0.14213165704580266,2.850513567460053e-09184AUDUSD,fx,1,RealGARCH,0.13580546897747764,2.2851255963661304e-09185AUDUSD,fx,1,Ridge-H,0.13356667859373397,2.266576620246666e-09186AUDUSD,fx,1,Ridge-X,0.11719613223851556,1.9404305096565605e-09187AUDUSD,fx,1,SHAR,0.16705520337207375,2.4717448862061105e-09188AUDUSD,fx,1,Transformer,0.26861248984029146,3.3767459468150733e-09189AUDUSD,fx,1,XGBoost-H,0.15855951407937452,2.902046198897324e-09190AUDUSD,fx,1,XGBoost-X,0.14084023232548543,2.8305542341974684e-09191AUDUSD,fx,5,Comb-InvMSE,0.09084920452850562,1.539428879123393e-09192AUDUSD,fx,5,Comb-Mean,0.09350805868823064,1.549869475782539e-09193AUDUSD,fx,5,EGARCH,0.1965880869043591,2.675572366356081e-09194AUDUSD,fx,5,ElasticNet-H,0.09073705932767327,1.4731006003565552e-09195AUDUSD,fx,5,ElasticNet-X,0.08487944021102327,1.3655465192495721e-09196AUDUSD,fx,5,GARCH,0.15379612634680245,1.8268164897493004e-09197AUDUSD,fx,5,GJR,0.1673397706245133,1.838938555694564e-09198AUDUSD,fx,5,HAR,0.10100135500616465,1.5884174913389657e-09199AUDUSD,fx,5,HAR-CJ,0.09289382984003429,1.4933849406823729e-09200AUDUSD,fx,5,HAR-J,0.09672143696501859,1.5207889139785235e-09201AUDUSD,fx,5,HARQ,0.10507019898023064,1.5753916410961745e-09202AUDUSD,fx,5,LASSO-H,0.09207935850479632,1.478856951007616e-09203AUDUSD,fx,5,LASSO-X,0.0953216515475026,1.5535135319600253e-09204AUDUSD,fx,5,LSTM,0.22698210782747077,2.2736166334361615e-09205AUDUSD,fx,5,LightGBM-H,0.12069395422670408,2.073356397211317e-09206AUDUSD,fx,5,LightGBM-X,0.12644642423845956,1.871339818620419e-09207AUDUSD,fx,5,LogHAR,0.09084283320056906,1.476443280679758e-09208AUDUSD,fx,5,Pooled-LGBM,0.08792524124551938,1.4274059926279483e-09209AUDUSD,fx,5,RF-H,0.10621063884563535,1.7281735547271742e-09210AUDUSD,fx,5,RF-X,0.10598622738241512,1.7341697159941647e-09211AUDUSD,fx,5,RealGARCH,0.08707184236586477,1.3849852176624926e-09212AUDUSD,fx,5,Ridge-H,0.09059132308825937,1.4724957340703137e-09213AUDUSD,fx,5,Ridge-X,0.08341442569979625,1.3278169739172641e-09214AUDUSD,fx,5,SHAR,0.09853189805566452,1.566779562807267e-09215AUDUSD,fx,5,Transformer,0.1797262939842745,2.0398508810208153e-09216AUDUSD,fx,5,XGBoost-H,0.1238799746035168,1.8952133135747224e-09217AUDUSD,fx,5,XGBoost-X,0.12211156588019212,1.8256142699558634e-09218AUDUSD,fx,22,Comb-InvMSE,0.12199769360480847,1.006731624398588e-09219AUDUSD,fx,22,Comb-Mean,0.12603971505691494,1.0156261238069687e-09220AUDUSD,fx,22,EGARCH,0.19047429513126152,1.2230603533099312e-09221AUDUSD,fx,22,ElasticNet-H,0.12148578371463907,9.875859958186182e-10222AUDUSD,fx,22,ElasticNet-X,0.12576130659698787,1.023668390774439e-09223AUDUSD,fx,22,GARCH,0.1677808148376928,1.1299896910543716e-09224AUDUSD,fx,22,GJR,0.18177976951435537,1.1367961741043376e-09225AUDUSD,fx,22,HAR,0.13497361955843054,1.0662764871644927e-09226AUDUSD,fx,22,HAR-CJ,0.12935474425456361,1.0302405609030756e-09227AUDUSD,fx,22,HAR-J,0.13145068718268832,1.0464754519502525e-09228AUDUSD,fx,22,HARQ,0.13077487600598636,1.0458543281299315e-09229AUDUSD,fx,22,LASSO-H,0.12235527655447745,9.902297439534389e-10230AUDUSD,fx,22,LASSO-X,0.12984647294437426,1.0410337823146269e-09231AUDUSD,fx,22,LSTM,0.1971146253695042,1.3099639426289434e-09232AUDUSD,fx,22,LightGBM-H,0.14313020752159075,1.1553537201834378e-09233AUDUSD,fx,22,LightGBM-X,0.16799535285956171,1.2467295942836027e-09234AUDUSD,fx,22,LogHAR,0.12116898840019551,9.832600460166842e-10235AUDUSD,fx,22,Pooled-LGBM,0.1462626338088854,1.6074713175910126e-09236AUDUSD,fx,22,RF-H,0.12743273778003555,1.0378856995597196e-09237AUDUSD,fx,22,RF-X,0.13293280429872154,1.0546189069701463e-09238AUDUSD,fx,22,RealGARCH,0.11678093524361223,9.606453020340644e-10239AUDUSD,fx,22,Ridge-H,0.12147432752975214,9.877477307337945e-10240AUDUSD,fx,22,Ridge-X,0.12495571050291918,1.0158525947371117e-09241AUDUSD,fx,22,SHAR,0.13036545777461464,1.0434746086965714e-09242AUDUSD,fx,22,Transformer,0.22739666583982,1.4303149315608965e-09243AUDUSD,fx,22,XGBoost-H,0.14394369281927522,1.158090233145154e-09244AUDUSD,fx,22,XGBoost-X,0.16545790434567556,1.1485263669660871e-09245BTC,crypto,1,Comb-InvMSE,0.2818349356104454,0.0010044009871466035246BTC,crypto,1,Comb-Mean,0.39983595439171826,0.0011119602137163586247BTC,crypto,1,EGARCH,1.6812036192614428,0.0030225355226333336248BTC,crypto,1,ElasticNet-H,0.27352125746200157,0.0009630429453271978249BTC,crypto,1,ElasticNet-X,0.26724956671414785,0.0009313704462697426250BTC,crypto,1,GARCH,1.681442318999423,0.0029068893438168137251BTC,crypto,1,GJR,1.674717751245704,0.0032356442651484646252BTC,crypto,1,HAR,0.8993419100153892,0.0009273086329903197253BTC,crypto,1,HAR-CJ,0.41018495803408983,0.0009411503883155305254BTC,crypto,1,HAR-J,0.41359378211520653,0.000925366056119005255BTC,crypto,1,HARQ,3.0682439128820835,0.000939058905968144256BTC,crypto,1,LASSO-H,0.2737369811952519,0.0009631261615134818257BTC,crypto,1,LASSO-X,0.2673617811472264,0.0009257941601402463258BTC,crypto,1,LSTM,0.5105129973178943,0.0038050516825789546259BTC,crypto,1,LightGBM-H,0.34682396411754834,0.001770074989036598260BTC,crypto,1,LightGBM-X,0.3458564970475444,0.0016054930692228261BTC,crypto,1,LogHAR,0.27214094658774834,0.0009336304373176105262BTC,crypto,1,Pooled-LGBM,0.3160273486490893,0.0017852365983556005263BTC,crypto,1,RF-H,0.3521081635950724,0.0018584313923545761264BTC,crypto,1,RF-X,0.2820618651890736,0.0013868879109480135265BTC,crypto,1,RealGARCH,0.2833427437759206,0.000937982664233605266BTC,crypto,1,Ridge-H,0.2734671424318617,0.0009634349339345531267BTC,crypto,1,Ridge-X,0.2670247953073492,0.000937729481019371268BTC,crypto,1,SHAR,0.6430608276023955,0.0009817497619538822269BTC,crypto,1,Transformer,1.4713497580837225,0.003004381862125346270BTC,crypto,1,XGBoost-H,0.3128723213588162,0.001192550663599782271BTC,crypto,1,XGBoost-X,0.2887059982660292,0.0013763698902512175272BTC,crypto,5,Comb-InvMSE,0.3265439814222621,0.0012965774788446071273BTC,crypto,5,Comb-Mean,0.45233659000801746,0.0013115235236559452274BTC,crypto,5,EGARCH,1.6399599375150846,0.0023403471309975084275BTC,crypto,5,ElasticNet-H,0.3199205558204901,0.0014594604370121134276BTC,crypto,5,ElasticNet-X,0.3040071724472427,0.0013408371552675012277BTC,crypto,5,GARCH,1.676632004183014,0.0024023290503530858278BTC,crypto,5,GJR,1.674215601260264,0.0024890047658979136279BTC,crypto,5,HAR,1.9150053373482356,0.0016291691794704617280BTC,crypto,5,HAR-CJ,1.0339323507242386,0.0015900239031382023281BTC,crypto,5,HAR-J,1.0319651449036746,0.0015983856934383128282BTC,crypto,5,HARQ,2.8613418376542663,0.0016381114286618593283BTC,crypto,5,LASSO-H,0.32300861823386373,0.0014679555509322583284BTC,crypto,5,LASSO-X,0.3060100268635849,0.0013448557935922766285BTC,crypto,5,LSTM,0.5448165555785238,0.003955222161310984286BTC,crypto,5,LightGBM-H,0.43193072592968323,0.0019463300766097975287BTC,crypto,5,LightGBM-X,0.47763994830158474,0.001537887009426405288BTC,crypto,5,LogHAR,0.3203612741131337,0.001357099267860138289BTC,crypto,5,Pooled-LGBM,0.3941736575307599,0.0016041447783915407290BTC,crypto,5,RF-H,0.4009647378233381,0.0017296423747660365291BTC,crypto,5,RF-X,0.3883036070497654,0.0015642581156819324292BTC,crypto,5,RealGARCH,0.3405351894188088,0.0011199384374871732293BTC,crypto,5,Ridge-H,0.3195347355147814,0.001463699674243168294BTC,crypto,5,Ridge-X,0.3033498287672324,0.0013419089710561168295BTC,crypto,5,SHAR,1.7010422758276782,0.0016506842274817554296BTC,crypto,5,Transformer,1.415249367088176,0.0028395697592045934297BTC,crypto,5,XGBoost-H,0.3918562896680807,0.00202891221472274298BTC,crypto,5,XGBoost-X,0.39370210101024505,0.0014739212332140663299BTC,crypto,22,Comb-InvMSE,0.5672231640295397,0.0010937438203979853300BTC,crypto,22,Comb-Mean,0.6850940979817602,0.0011633592210524158301BTC,crypto,22,EGARCH,1.646264373033988,0.0015699556480317583302BTC,crypto,22,ElasticNet-H,0.5859546455378751,0.0017135003877747975303BTC,crypto,22,ElasticNet-X,0.5031466018956928,0.0013959670986934322304BTC,crypto,22,GARCH,1.7529568454058935,0.0016049597858639394305BTC,crypto,22,GJR,1.7584992959135406,0.0016237643500829507306BTC,crypto,22,HAR,0.7799492316327266,0.0015291588045892833307BTC,crypto,22,HAR-CJ,1.1297472062052225,0.0015517230388078006308BTC,crypto,22,HAR-J,0.8316197263842265,0.0015392697609388569309BTC,crypto,22,HARQ,2.2955425928923656,0.001562222647920565310BTC,crypto,22,LASSO-H,0.6088625560989719,0.0016957164052138888311BTC,crypto,22,LASSO-X,0.5240908014651996,0.001347804755850812312BTC,crypto,22,LSTM,0.7368553884321406,0.002477957812706715313BTC,crypto,22,LightGBM-H,0.8918374164795085,0.0017969002543396992314BTC,crypto,22,LightGBM-X,0.9485005809302334,0.0012484278095384453315BTC,crypto,22,LogHAR,0.5805684726579132,0.0014228464817137223316BTC,crypto,22,Pooled-LGBM,0.6653031697275285,0.0011915511550896261317BTC,crypto,22,RF-H,0.7834541498300204,0.0016948697813899498318BTC,crypto,22,RF-X,0.7342890819710842,0.001274893299842936319BTC,crypto,22,RealGARCH,0.6920608518583276,0.0011287231883893405320BTC,crypto,22,Ridge-H,0.5830879447134383,0.0017207364281863196321BTC,crypto,22,Ridge-X,0.49871346494285046,0.0013963618706392513322BTC,crypto,22,SHAR,0.7841479858689331,0.0015446532561875937323BTC,crypto,22,Transformer,1.3373314954130864,0.002639449128347764324BTC,crypto,22,XGBoost-H,0.8811950677669627,0.0019775009717509155325BTC,crypto,22,XGBoost-X,0.8766061400433047,0.0012899207306014417326CL,futures,1,Comb-InvMSE,0.1315588301594445,5.955220339134267e-05327CL,futures,1,Comb-Mean,0.1431745067737478,5.888209309340799e-05328CL,futures,1,EGARCH,0.24000088275292475,5.9342845957576046e-05329CL,futures,1,ElasticNet-H,0.1382439990528333,5.8659312058147194e-05330CL,futures,1,ElasticNet-X,0.12719124276190108,5.80253846299762e-05331CL,futures,1,GARCH,0.19074387456322853,5.972204440635207e-05332CL,futures,1,GJR,0.18725578574615512,5.9631071896219744e-05333CL,futures,1,HAR,0.19993519904341236,5.8542700323165686e-05334CL,futures,1,HAR-CJ,0.20301653332388475,5.8482233561642764e-05335CL,futures,1,HAR-J,0.20032173765863054,5.857155888752307e-05336CL,futures,1,HARQ,1.9625657389787339,6.0572256334097966e-05337CL,futures,1,LASSO-H,0.14834706868834663,5.90607346409549e-05338CL,futures,1,LASSO-X,0.12733323969779606,5.802039484369509e-05339CL,futures,1,LSTM,0.21912925068972086,5.704341090368747e-05340CL,futures,1,LightGBM-H,0.17556523280434502,5.968616702609644e-05341CL,futures,1,LightGBM-X,0.17451262089217534,5.957156107955588e-05342CL,futures,1,LogHAR,0.13660069813472117,5.861790581973759e-05343CL,futures,1,Pooled-LGBM,0.14595781013719625,5.913607694481107e-05344CL,futures,1,RF-H,0.17092606884089906,6.068112859372112e-05345CL,futures,1,RF-X,0.22058024521536962,6.227408103587225e-05346CL,futures,1,RealGARCH,0.14909565507698255,5.9352261951502173e-05347CL,futures,1,Ridge-H,0.13705722615885782,5.860858214481564e-05348CL,futures,1,Ridge-X,0.1261051863667679,5.791051529875463e-05349CL,futures,1,SHAR,0.2008064998227095,5.8472866139515557e-05350CL,futures,1,Transformer,1.1222593145302557,6.429269329100556e-05351CL,futures,1,XGBoost-H,0.18479951808976014,6.028648539306899e-05352CL,futures,1,XGBoost-X,0.16261503213537656,6.027568814924052e-05353CL,futures,5,Comb-InvMSE,0.15603075883701392,2.0109945902468735e-05354CL,futures,5,Comb-Mean,0.17352249632620326,2.2037207927441797e-05355CL,futures,5,EGARCH,0.2677639310882002,1.9244452053125426e-05356CL,futures,5,ElasticNet-H,0.17012638160482396,2.0886508494595307e-05357CL,futures,5,ElasticNet-X,0.1389433564800499,2.0182986384149308e-05358CL,futures,5,GARCH,0.2077091243687489,1.9130584154308494e-05359CL,futures,5,GJR,0.1971762788932831,1.883033483455737e-05360CL,futures,5,HAR,0.25632659510087497,8.25583128910855e-05361CL,futures,5,HAR-CJ,0.25587821111407755,8.13820281257621e-05362CL,futures,5,HAR-J,0.2558712555360391,8.144823830720627e-05363CL,futures,5,HARQ,1.3191516858554004,8.338072428723738e-05364CL,futures,5,LASSO-H,0.18778305277953347,1.9879399491906394e-05365CL,futures,5,LASSO-X,0.13860123596842236,2.0222718231016078e-05366CL,futures,5,LSTM,0.2320525550238602,1.8110797319940595e-05367CL,futures,5,LightGBM-H,0.22753074946613164,2.0830228881429653e-05368CL,futures,5,LightGBM-X,0.199527121366097,1.8993598391124197e-05369CL,futures,5,LogHAR,0.16523406971530766,2.0980203470468182e-05370CL,futures,5,Pooled-LGBM,0.13387235908750283,1.7479724264995017e-05371CL,futures,5,RF-H,0.31861281518523776,2.1024837610152113e-05372CL,futures,5,RF-X,0.22608920721371425,2.0117996956221595e-05373CL,futures,5,RealGARCH,0.20009638365842647,1.9301137578372208e-05374CL,futures,5,Ridge-H,0.16785615140031132,2.105844209717181e-05375CL,futures,5,Ridge-X,0.1377629530037948,2.0129262744142432e-05376CL,futures,5,SHAR,0.2572335837956798,8.216064375514109e-05377CL,futures,5,Transformer,1.017956658715145,2.182229192612781e-05378CL,futures,5,XGBoost-H,0.2372269089242652,1.9337257930950556e-05379CL,futures,5,XGBoost-X,0.20783612457527093,1.9576693238583878e-05380CL,futures,22,Comb-InvMSE,0.3074669563415793,8.5802473907494e-06381CL,futures,22,Comb-Mean,0.3326749748370977,8.583856603999714e-06382CL,futures,22,EGARCH,0.40543510728129456,8.437488512249555e-06383CL,futures,22,ElasticNet-H,0.30711629614593605,8.307322475652874e-06384CL,futures,22,ElasticNet-X,0.25997591087655153,7.737350795207422e-06385CL,futures,22,GARCH,0.33184336177889207,8.093354333667872e-06386CL,futures,22,GJR,0.30743726584784664,7.917265913521727e-06387CL,futures,22,HAR,0.4206011224133122,1.1546383455533987e-05388CL,futures,22,HAR-CJ,0.4050130213018623,1.1574502657296454e-05389CL,futures,22,HAR-J,0.4200920467577893,1.1551800795693618e-05390CL,futures,22,HARQ,1.4044707563295817,1.2193199529146464e-05391CL,futures,22,LASSO-H,0.34269415691054217,8.483164536836606e-06392CL,futures,22,LASSO-X,0.27603708361807855,7.885823632066112e-06393CL,futures,22,LSTM,0.37406493213997216,8.205259105936273e-06394CL,futures,22,LightGBM-H,0.6528043055578111,1.1688230265568224e-05395CL,futures,22,LightGBM-X,0.6338981475865918,9.317531562315062e-06396CL,futures,22,LogHAR,0.29790405433195366,8.257627608651949e-06397CL,futures,22,Pooled-LGBM,0.27288708343989804,9.243881529977178e-06398CL,futures,22,RF-H,0.6329034292967259,1.0063363320065476e-05399CL,futures,22,RF-X,0.5892801553700827,9.160523604605243e-06400CL,futures,22,RealGARCH,0.3560658093724935,8.35014903335733e-06401CL,futures,22,Ridge-H,0.30399211395287024,8.29588986137334e-06402CL,futures,22,Ridge-X,0.2575817564562134,7.708843251455365e-06403CL,futures,22,SHAR,0.42404378578075697,1.1540242197923529e-05404CL,futures,22,Transformer,1.291648274770695,9.5237292224695e-06405CL,futures,22,XGBoost-H,0.7040825164286332,1.0750928596874969e-05406CL,futures,22,XGBoost-X,0.6701510047605356,9.047064789049005e-06407ES,futures,1,Comb-InvMSE,0.17796590898607365,6.887616636134306e-08408ES,futures,1,Comb-Mean,0.18452449383820438,7.08880365341864e-08409ES,futures,1,EGARCH,0.2536365405457568,7.190141164435132e-08410ES,futures,1,ElasticNet-H,0.19677520010756777,6.882104645448442e-08411ES,futures,1,ElasticNet-X,0.1646449043067004,7.333567086484986e-08412ES,futures,1,GARCH,0.2579252601610549,6.885253810479536e-08413ES,futures,1,GJR,0.23341130760227863,6.231804640559054e-08414ES,futures,1,HAR,0.21881094382269367,8.233128381395547e-08415ES,futures,1,HAR-CJ,0.21933137812722264,8.229572199703374e-08416ES,futures,1,HAR-J,0.21791311736576946,8.188199627578307e-08417ES,futures,1,HARQ,0.45224598808727695,8.459270173046194e-08418ES,futures,1,LASSO-H,0.1990376317938859,6.967332471163175e-08419ES,futures,1,LASSO-X,0.16491319323933906,7.355702306457522e-08420ES,futures,1,LSTM,0.32835349921069384,7.027863993315116e-08421ES,futures,1,LightGBM-H,0.2708278942349077,1.0766668714405964e-07422ES,futures,1,LightGBM-X,0.21991252010599682,9.131989571037355e-08423ES,futures,1,LogHAR,0.19701400082538928,6.883413062660972e-08424ES,futures,1,Pooled-LGBM,0.19094478708590837,5.978963062757633e-08425ES,futures,1,RF-H,0.2418515415268512,1.020387033022695e-07426ES,futures,1,RF-X,0.19817734753142913,9.0954846983917e-08427ES,futures,1,RealGARCH,0.19951837346582196,6.563426784181e-08428ES,futures,1,Ridge-H,0.19663339049015152,6.877331530343502e-08429ES,futures,1,Ridge-X,0.16479542893532673,7.335441026571924e-08430ES,futures,1,SHAR,0.2098098001499655,8.578664503714007e-08431ES,futures,1,Transformer,0.44997156831360346,1.1608626189402991e-07432ES,futures,1,XGBoost-H,0.24961444920291787,1.351124586760906e-07433ES,futures,1,XGBoost-X,0.210630991947161,9.018503156302059e-08434ES,futures,5,Comb-InvMSE,0.19647862340211505,7.57363850533715e-08435ES,futures,5,Comb-Mean,0.20579431582449095,7.736326311952579e-08436ES,futures,5,EGARCH,0.25034253225240405,6.934648320619005e-08437ES,futures,5,ElasticNet-H,0.20776793774725297,7.03063898323499e-08438ES,futures,5,ElasticNet-X,0.18806374647900045,8.020032189122846e-08439ES,futures,5,GARCH,0.2548280290599355,6.594653495215527e-08440ES,futures,5,GJR,0.23143219489491262,6.22208421243972e-08441ES,futures,5,HAR,0.24837587660208488,9.601979746268598e-08442ES,futures,5,HAR-CJ,0.25457860838468843,9.792070890470675e-08443ES,futures,5,HAR-J,0.2548529727148287,9.651693025466276e-08444ES,futures,5,HARQ,0.9518605551423444,1.0187760198592166e-07445ES,futures,5,LASSO-H,0.21249499895979246,7.121595788474492e-08446ES,futures,5,LASSO-X,0.188420371225019,7.936668423372776e-08447ES,futures,5,LSTM,0.29083009685152095,6.764178808251668e-08448ES,futures,5,LightGBM-H,0.30684360399669575,1.211137088047139e-07449ES,futures,5,LightGBM-X,0.29546797489585735,1.0396496550787505e-07450ES,futures,5,LogHAR,0.2082276617008439,7.024719050189097e-08451ES,futures,5,Pooled-LGBM,0.23925363012731818,6.768139026886988e-08452ES,futures,5,RF-H,0.2891870930301327,9.23717333711646e-08453ES,futures,5,RF-X,0.2473357228555454,9.545889356639619e-08454ES,futures,5,RealGARCH,0.20971714862813573,6.544924322083144e-08455ES,futures,5,Ridge-H,0.20724911142632446,7.0278313134671e-08456ES,futures,5,Ridge-X,0.1891383972137341,8.116230968275492e-08457ES,futures,5,SHAR,0.24280631466405309,9.662469714664022e-08458ES,futures,5,Transformer,0.38322224595529986,9.10606338657718e-08459ES,futures,5,XGBoost-H,0.29933593697353844,1.292805621069501e-07460ES,futures,5,XGBoost-X,0.28672589517853886,1.0461281399435516e-07461ES,futures,22,Comb-InvMSE,0.3962209053960913,5.875259219295389e-08462ES,futures,22,Comb-Mean,0.4187203422484407,5.857314375494251e-08463ES,futures,22,EGARCH,0.4384346734037808,5.807684511713703e-08464ES,futures,22,ElasticNet-H,0.4057159277832484,5.791314896937346e-08465ES,futures,22,ElasticNet-X,0.4111714477008563,6.833587972670144e-08466ES,futures,22,GARCH,0.40146420294643426,6.162307508825078e-08467ES,futures,22,GJR,0.3970131052721103,5.923781226216795e-08468ES,futures,22,HAR,0.447948118922184,5.8851514517106984e-08469ES,futures,22,HAR-CJ,0.4510395471153175,5.9056662566221324e-08470ES,futures,22,HAR-J,0.4489750956550731,5.885541068582531e-08471ES,futures,22,HARQ,1.1105098562324982,6.319129306734857e-08472ES,futures,22,LASSO-H,0.4152940291190728,5.840054228469757e-08473ES,futures,22,LASSO-X,0.4158742906401723,5.926165556757554e-08474ES,futures,22,LSTM,0.45104377225250847,5.851509108547253e-08475ES,futures,22,LightGBM-H,0.6167113039349469,6.733497722193143e-08476ES,futures,22,LightGBM-X,0.6265314897055142,6.726066441775552e-08477ES,futures,22,LogHAR,0.40257329309987583,5.712435796970103e-08478ES,futures,22,Pooled-LGBM,0.5582313059429856,8.65708858788034e-08479ES,futures,22,RF-H,0.49691587844555024,6.333647649298319e-08480ES,futures,22,RF-X,0.5275050522771095,6.435522116866622e-08481ES,futures,22,RealGARCH,0.4296598346194342,5.872409816277217e-08482ES,futures,22,Ridge-H,0.40458921513879453,5.785972586123564e-08483ES,futures,22,Ridge-X,0.4169063691962719,6.892295615618876e-08484ES,futures,22,SHAR,0.4539941693993353,5.881193625371722e-08485ES,futures,22,Transformer,0.5382693161146299,6.246206144517792e-08486ES,futures,22,XGBoost-H,0.5988316298469027,6.505269606615768e-08487ES,futures,22,XGBoost-X,0.5804177498853598,6.610840332939138e-08488ETH,crypto,1,Comb-InvMSE,0.2614645990379541,5.414190210695229e-05489ETH,crypto,1,Comb-Mean,0.29653135270976305,5.4841450708281405e-05490ETH,crypto,1,EGARCH,0.5679289715081338,9.5973688866066e-05491ETH,crypto,1,ElasticNet-H,0.2635298121725793,5.379716395186748e-05492ETH,crypto,1,ElasticNet-X,0.26030057309719307,5.395494984622452e-05493ETH,crypto,1,GARCH,0.5354604235577121,8.642417032269484e-05494ETH,crypto,1,GJR,0.5305165592242056,8.686409698107898e-05495ETH,crypto,1,HAR,0.31693086077169047,5.559833958124613e-05496ETH,crypto,1,HAR-CJ,0.3271907387222668,5.6826536374245625e-05497ETH,crypto,1,HAR-J,0.31866658943342974,5.654783005129262e-05498ETH,crypto,1,HARQ,0.32334971036344107,5.51011457831929e-05499ETH,crypto,1,LASSO-H,0.2634195128837482,5.365510009755396e-05500ETH,crypto,1,LASSO-X,0.2612280347963561,5.320851503414151e-05501ETH,crypto,1,LSTM,0.44297099199179146,0.00018845181078593084502ETH,crypto,1,LightGBM-H,0.29701802955240264,5.492789005798568e-05503ETH,crypto,1,LightGBM-X,0.2586859040597953,5.8587266019920095e-05504ETH,crypto,1,LogHAR,0.26268110283645657,5.378639799884774e-05505ETH,crypto,1,Pooled-LGBM,0.26036420483402156,5.718048068661963e-05506ETH,crypto,1,RF-H,0.2635042871705365,5.411849791067411e-05507ETH,crypto,1,RF-X,0.24608757198188452,5.575638718150966e-05508ETH,crypto,1,RealGARCH,0.2708687880263254,5.6147731734999277e-05509ETH,crypto,1,Ridge-H,0.2636020604021832,5.384899345338747e-05510ETH,crypto,1,Ridge-X,0.2596315465685391,5.403936639750288e-05511ETH,crypto,1,SHAR,0.3220391451741512,5.647987978546923e-05512ETH,crypto,1,Transformer,0.473472118062008,7.242892645872388e-05513ETH,crypto,1,XGBoost-H,0.29550875517335246,5.8331178158371344e-05514ETH,crypto,1,XGBoost-X,0.24627836829462146,5.698841253468276e-05515ETH,crypto,5,Comb-InvMSE,0.2067965040101891,2.4754856182819372e-05516ETH,crypto,5,Comb-Mean,0.24271715156481852,2.5761859684218184e-05517ETH,crypto,5,EGARCH,0.4508716260384889,4.901279076008422e-05518ETH,crypto,5,ElasticNet-H,0.21631924577948125,2.438657352271947e-05519ETH,crypto,5,ElasticNet-X,0.21205953867957072,2.3873056193370666e-05520ETH,crypto,5,GARCH,0.4407278706250242,5.0864944026009795e-05521ETH,crypto,5,GJR,0.4387851943713143,5.105384072943725e-05522ETH,crypto,5,HAR,0.2855371792569084,2.6999071157849185e-05523ETH,crypto,5,HAR-CJ,0.2891268480354963,2.7789053486253225e-05524ETH,crypto,5,HAR-J,0.2855533606208065,2.754818438775606e-05525ETH,crypto,5,HARQ,0.25901960290058845,2.7221625755425113e-05526ETH,crypto,5,LASSO-H,0.21545801937060363,2.4348854911581253e-05527ETH,crypto,5,LASSO-X,0.21350020419470014,2.3791978973223724e-05528ETH,crypto,5,LSTM,0.3421892484246329,8.859155461626056e-05529ETH,crypto,5,LightGBM-H,0.24538443211915584,2.7296793082232086e-05530ETH,crypto,5,LightGBM-X,0.24966636095877076,3.0535434301467116e-05531ETH,crypto,5,LogHAR,0.21494133031057164,2.4317232664876986e-05532ETH,crypto,5,Pooled-LGBM,0.23683492500937217,2.7697927600213623e-05533ETH,crypto,5,RF-H,0.21528765097151709,2.440106402354236e-05534ETH,crypto,5,RF-X,0.21461840527523965,2.7092557365439207e-05535ETH,crypto,5,RealGARCH,0.2213154141056008,2.5258431286272152e-05536ETH,crypto,5,Ridge-H,0.21629647851785197,2.443771571059782e-05537ETH,crypto,5,Ridge-X,0.21249449652142086,2.3902425136835254e-05538ETH,crypto,5,SHAR,0.288514855119182,2.783934044972354e-05539ETH,crypto,5,Transformer,0.34542456756984696,3.567058587291543e-05540ETH,crypto,5,XGBoost-H,0.2425396736828256,3.103829628404922e-05541ETH,crypto,5,XGBoost-X,0.2441433874672631,3.0184116966110223e-05542ETH,crypto,22,Comb-InvMSE,0.1704641707379018,1.6616067729935448e-05543ETH,crypto,22,Comb-Mean,0.22955004366260115,1.8822734579309693e-05544ETH,crypto,22,EGARCH,0.4209092790352245,4.0846560834299196e-05545ETH,crypto,22,ElasticNet-H,0.18632323748198718,1.7432971508276382e-05546ETH,crypto,22,ElasticNet-X,0.19007773750327497,1.8556125104286753e-05547ETH,crypto,22,GARCH,0.39965520524951226,3.797194999080262e-05548ETH,crypto,22,GJR,0.3998064970866074,3.778909056817833e-05549ETH,crypto,22,HAR,0.28637345073291376,2.022740254064279e-05550ETH,crypto,22,HAR-CJ,0.28343340829853453,2.0277038619172536e-05551ETH,crypto,22,HAR-J,0.28673426055959966,2.0296204054071678e-05552ETH,crypto,22,HARQ,0.27207597760835656,2.0790313909257508e-05553ETH,crypto,22,LASSO-H,0.1872892101983962,1.755991868954907e-05554ETH,crypto,22,LASSO-X,0.19037420357036686,1.746574709117745e-05555ETH,crypto,22,LSTM,0.29806120258677277,3.602300811610266e-05556ETH,crypto,22,LightGBM-H,0.2201668207025873,2.1881087745902276e-05557ETH,crypto,22,LightGBM-X,0.23739067501554018,2.3433868379328288e-05558ETH,crypto,22,LogHAR,0.18264330588722538,1.7074296279926787e-05559ETH,crypto,22,Pooled-LGBM,0.2151763671789752,2.317401488872349e-05560ETH,crypto,22,RF-H,0.19061370348789136,1.8238836313312477e-05561ETH,crypto,22,RF-X,0.19684634140830276,1.838279532085558e-05562ETH,crypto,22,RealGARCH,0.2206404794037834,1.8879628155779243e-05563ETH,crypto,22,Ridge-H,0.18619149660728834,1.7504890852435278e-05564ETH,crypto,22,Ridge-X,0.19342223335416225,1.927947393603014e-05565ETH,crypto,22,SHAR,0.2864992040159323,2.0490261734791245e-05566ETH,crypto,22,Transformer,0.28396595535930347,2.8024163235715548e-05567ETH,crypto,22,XGBoost-H,0.21981081967054242,2.1507042266316975e-05568ETH,crypto,22,XGBoost-X,0.24172905575053014,2.3514236368146117e-05569EURUSD,fx,1,Comb-InvMSE,0.1187484032229038,2.1619040817093773e-10570EURUSD,fx,1,Comb-Mean,0.1332734898644268,2.399437055096814e-10571EURUSD,fx,1,EGARCH,0.47361923598667627,6.874322101916648e-09572EURUSD,fx,1,ElasticNet-H,0.12212167015108336,2.237376773606217e-10573EURUSD,fx,1,ElasticNet-X,0.115237124850561,2.125119900652461e-10574EURUSD,fx,1,GARCH,0.16614639555560734,3.000187095726697e-10575EURUSD,fx,1,GJR,0.1755676988666241,3.227718253297786e-10576EURUSD,fx,1,HAR,0.1278791767602623,2.2996703098699714e-10577EURUSD,fx,1,HAR-CJ,0.12650748094479197,2.2780578855660532e-10578EURUSD,fx,1,HAR-J,0.12711701574466944,2.2882061049201558e-10579EURUSD,fx,1,HARQ,0.13091447528836644,2.359899361939354e-10580EURUSD,fx,1,LASSO-H,0.12318202207591837,2.254448760937534e-10581EURUSD,fx,1,LASSO-X,0.11495117171380456,2.1204231135116205e-10582EURUSD,fx,1,LSTM,0.29478449076276375,4.732576329209141e-10583EURUSD,fx,1,LightGBM-H,0.1468400801669908,2.8432339710834967e-10584EURUSD,fx,1,LightGBM-X,0.13714820591486335,2.48100902001334e-10585EURUSD,fx,1,LogHAR,0.1211544170157921,2.2338074720934476e-10586EURUSD,fx,1,Pooled-LGBM,0.12097553189601605,2.2953869512075797e-10587EURUSD,fx,1,RF-H,0.12720732161323323,2.432404739559745e-10588EURUSD,fx,1,RF-X,0.12175853505898825,2.384732151666507e-10589EURUSD,fx,1,RealGARCH,0.12296669989974912,2.2166340044121202e-10590EURUSD,fx,1,Ridge-H,0.12178702997669481,2.2336844725811588e-10591EURUSD,fx,1,Ridge-X,0.11456418450458876,2.1191239528508773e-10592EURUSD,fx,1,SHAR,0.12803254217416601,2.302714609999512e-10593EURUSD,fx,1,Transformer,0.2595369033400923,4.1007351238785095e-10594EURUSD,fx,1,XGBoost-H,0.14280906940715193,2.589863324973982e-10595EURUSD,fx,1,XGBoost-X,0.12553720567924173,2.2600994468821323e-10596EURUSD,fx,5,Comb-InvMSE,0.0684760806196979,1.2574367051882772e-10597EURUSD,fx,5,Comb-Mean,0.0770418277988474,1.3562001977554597e-10598EURUSD,fx,5,EGARCH,0.2266620586857526,1.5030030229694284e-09599EURUSD,fx,5,ElasticNet-H,0.06897701727149796,1.247997670898127e-10600EURUSD,fx,5,ElasticNet-X,0.06939148940916164,1.271210657113256e-10601EURUSD,fx,5,GARCH,0.10860927710122627,1.8591278559254743e-10602EURUSD,fx,5,GJR,0.11665965086805717,2.0262258370634252e-10603EURUSD,fx,5,HAR,0.0779970662676063,1.3577110021829242e-10604EURUSD,fx,5,HAR-CJ,0.07719993080898352,1.34225847940731e-10605EURUSD,fx,5,HAR-J,0.07747595656538656,1.3454116518512747e-10606EURUSD,fx,5,HARQ,0.07737757718007238,1.3342191388398063e-10607EURUSD,fx,5,LASSO-H,0.0693232212913586,1.2491628471749982e-10608EURUSD,fx,5,LASSO-X,0.07053445502778824,1.2683771092910096e-10609EURUSD,fx,5,LSTM,0.2226125034967101,3.251731488329739e-10610EURUSD,fx,5,LightGBM-H,0.08802689656600547,1.885375451493417e-10611EURUSD,fx,5,LightGBM-X,0.08137740046341631,1.4892045523703713e-10612EURUSD,fx,5,LogHAR,0.06845594689075275,1.246378089306078e-10613EURUSD,fx,5,Pooled-LGBM,0.07447112804185041,1.579090858427214e-10614EURUSD,fx,5,RF-H,0.07368150452578899,1.3727480375443364e-10615EURUSD,fx,5,RF-X,0.07303601095773392,1.359659209464242e-10616EURUSD,fx,5,RealGARCH,0.06612401652079299,1.180054257604509e-10617EURUSD,fx,5,Ridge-H,0.06878581687843842,1.2456591886069443e-10618EURUSD,fx,5,Ridge-X,0.06815216362402657,1.2640738687648423e-10619EURUSD,fx,5,SHAR,0.07792382760009359,1.3558549165305246e-10620EURUSD,fx,5,Transformer,0.1735858697112112,2.5779187397937775e-10621EURUSD,fx,5,XGBoost-H,0.08664039666283667,1.7265020789700457e-10622EURUSD,fx,5,XGBoost-X,0.07924318724404741,1.418580964069582e-10623EURUSD,fx,22,Comb-InvMSE,0.08204795836867042,1.146523066552886e-10624EURUSD,fx,22,Comb-Mean,0.09150600459350466,1.2368209095836563e-10625EURUSD,fx,22,EGARCH,0.1916083174239922,4.6528212279231453e-10626EURUSD,fx,22,ElasticNet-H,0.0866363071092665,1.1717385696723772e-10627EURUSD,fx,22,ElasticNet-X,0.09033644744071585,1.2647657140739333e-10628EURUSD,fx,22,GARCH,0.11190098927491247,1.536646592270385e-10629EURUSD,fx,22,GJR,0.12232435999546197,1.66238033363284e-10630EURUSD,fx,22,HAR,0.09168240933729237,1.276366691406178e-10631EURUSD,fx,22,HAR-CJ,0.09226612185109062,1.3068535238781243e-10632EURUSD,fx,22,HAR-J,0.0917534178997507,1.2789332495946834e-10633EURUSD,fx,22,HARQ,0.09500682347126939,1.262674903280321e-10634EURUSD,fx,22,LASSO-H,0.08662327469028819,1.1589651073509497e-10635EURUSD,fx,22,LASSO-X,0.09518635148323887,1.3288122965140147e-10636EURUSD,fx,22,LSTM,0.19417397797349797,2.49330576817475e-10637EURUSD,fx,22,LightGBM-H,0.11173099970051467,1.4116817720063148e-10638EURUSD,fx,22,LightGBM-X,0.10677799363079432,1.414536257373249e-10639EURUSD,fx,22,LogHAR,0.08668103161778466,1.1771598344335932e-10640EURUSD,fx,22,Pooled-LGBM,0.09839007052872524,1.6542439114553596e-10641EURUSD,fx,22,RF-H,0.0946049405122122,1.187189705465299e-10642EURUSD,fx,22,RF-X,0.09362196237187531,1.2312082659700022e-10643EURUSD,fx,22,RealGARCH,0.08468440877130244,1.116175018566841e-10644EURUSD,fx,22,Ridge-H,0.08672936373322701,1.1739445880661372e-10645EURUSD,fx,22,Ridge-X,0.08955019077961558,1.282886300559339e-10646EURUSD,fx,22,SHAR,0.09161634617941165,1.2766997170830998e-10647EURUSD,fx,22,Transformer,0.22330576288050116,2.864947049824878e-10648EURUSD,fx,22,XGBoost-H,0.10524636509723302,1.355442760560452e-10649EURUSD,fx,22,XGBoost-X,0.10262801214989692,1.3805043941515081e-10650GBPUSD,fx,1,Comb-InvMSE,0.11398646065718555,7.515977469708232e-10651GBPUSD,fx,1,Comb-Mean,0.12134130580359166,7.787577200417203e-10652GBPUSD,fx,1,EGARCH,0.21151132146943494,8.653232003758038e-09653GBPUSD,fx,1,ElasticNet-H,0.11927721965842765,7.852345567768155e-10654GBPUSD,fx,1,ElasticNet-X,0.11005981502099547,7.699956397971688e-10655GBPUSD,fx,1,GARCH,0.15898896836366105,7.934190924431651e-10656GBPUSD,fx,1,GJR,0.17091439144812243,1.0236332626312675e-09657GBPUSD,fx,1,HAR,0.12815723182756486,8.441131645670847e-10658GBPUSD,fx,1,HAR-CJ,0.12640617393285256,8.096374124043926e-10659GBPUSD,fx,1,HAR-J,0.12981447005579413,8.432678488297812e-10660GBPUSD,fx,1,HARQ,0.13039000493834083,8.344876262105058e-10661GBPUSD,fx,1,LASSO-H,0.11905156081054839,7.839385353906718e-10662GBPUSD,fx,1,LASSO-X,0.11032784767172484,7.702589478962089e-10663GBPUSD,fx,1,LSTM,0.2048897394266079,1.136999165412591e-09664GBPUSD,fx,1,LightGBM-H,0.13540998284368808,9.350908352683351e-10665GBPUSD,fx,1,LightGBM-X,0.13197929638725978,8.894342191395443e-10666GBPUSD,fx,1,LogHAR,0.11884184215622443,7.990476458590771e-10667GBPUSD,fx,1,Pooled-LGBM,0.1188326645468116,7.456790573967862e-10668GBPUSD,fx,1,RF-H,0.1259390539784157,9.473934842566067e-10669GBPUSD,fx,1,RF-X,0.11635910355730748,8.612990116458712e-10670GBPUSD,fx,1,RealGARCH,0.11952424398246604,7.718713847107515e-10671GBPUSD,fx,1,Ridge-H,0.11917469050361841,7.83640474388371e-10672GBPUSD,fx,1,Ridge-X,0.10993746368604403,7.762367540651864e-10673GBPUSD,fx,1,SHAR,0.13023428306373785,8.099437895715238e-10674GBPUSD,fx,1,Transformer,0.2100115897302878,1.2912591347025937e-09675GBPUSD,fx,1,XGBoost-H,0.13155277460799264,9.177809184384592e-10676GBPUSD,fx,1,XGBoost-X,0.12302444441365465,9.88081032829752e-10677GBPUSD,fx,5,Comb-InvMSE,0.07981079975633537,5.335623684862269e-10678GBPUSD,fx,5,Comb-Mean,0.08507059101836886,5.457162198863498e-10679GBPUSD,fx,5,EGARCH,0.153386818912331,2.812307221692598e-09680GBPUSD,fx,5,ElasticNet-H,0.08104514891551773,5.238438252341557e-10681GBPUSD,fx,5,ElasticNet-X,0.07976165152159637,5.652650792820784e-10682GBPUSD,fx,5,GARCH,0.11541458040968729,5.942582483408558e-10683GBPUSD,fx,5,GJR,0.1269166805067314,7.501905347833422e-10684GBPUSD,fx,5,HAR,0.09890317148510984,6.210413403671288e-10685GBPUSD,fx,5,HAR-CJ,0.09612792160812494,5.948811881894061e-10686GBPUSD,fx,5,HAR-J,0.0992024887365564,6.20886870103236e-10687GBPUSD,fx,5,HARQ,0.09198683231140495,5.577363928958872e-10688GBPUSD,fx,5,LASSO-H,0.08091267094095349,5.222280424843927e-10689GBPUSD,fx,5,LASSO-X,0.0809096964401046,5.856094000186076e-10690GBPUSD,fx,5,LSTM,0.1411485563807559,6.912767696994753e-10691GBPUSD,fx,5,LightGBM-H,0.10653596488376901,6.731133708270541e-10692GBPUSD,fx,5,LightGBM-X,0.10066585742283408,7.057250143035582e-10693GBPUSD,fx,5,LogHAR,0.08036361025095863,5.297212065630035e-10694GBPUSD,fx,5,Pooled-LGBM,0.08894458447659706,5.725398695854301e-10695GBPUSD,fx,5,RF-H,0.08677007115187303,6.157620207627746e-10696GBPUSD,fx,5,RF-X,0.0867842378945324,6.326958455491054e-10697GBPUSD,fx,5,RealGARCH,0.07844438647375776,5.15794192488093e-10698GBPUSD,fx,5,Ridge-H,0.08099035241087134,5.230364400245318e-10699GBPUSD,fx,5,Ridge-X,0.08020366914255568,6.027486582128448e-10700GBPUSD,fx,5,SHAR,0.09580291339745914,5.859729308413196e-10701GBPUSD,fx,5,Transformer,0.14774252932545798,8.440712334140015e-10702GBPUSD,fx,5,XGBoost-H,0.09996252586959907,7.038428593214686e-10703GBPUSD,fx,5,XGBoost-X,0.09614550305391302,6.617897680193058e-10704GBPUSD,fx,22,Comb-InvMSE,0.09251438694087319,4.3456087725064426e-10705GBPUSD,fx,22,Comb-Mean,0.09958981037974217,4.474697316767379e-10706GBPUSD,fx,22,EGARCH,0.14414988214777635,1.0624674749374171e-09707GBPUSD,fx,22,ElasticNet-H,0.09541567204083407,4.272223301064451e-10708GBPUSD,fx,22,ElasticNet-X,0.10008687240607282,4.5697922543504894e-10709GBPUSD,fx,22,GARCH,0.12544957338384577,5.620703448385155e-10710GBPUSD,fx,22,GJR,0.12858776080656273,5.705513928480962e-10711GBPUSD,fx,22,HAR,0.10885360899769209,4.6267267278194015e-10712GBPUSD,fx,22,HAR-CJ,0.10764384627951892,4.5733599829777925e-10713GBPUSD,fx,22,HAR-J,0.10897406651261866,4.6236831229793793e-10714GBPUSD,fx,22,HARQ,0.10423021975538645,4.4971923506654826e-10715GBPUSD,fx,22,LASSO-H,0.09589456263305302,4.265704641973063e-10716GBPUSD,fx,22,LASSO-X,0.09932886243853131,4.580972690121853e-10717GBPUSD,fx,22,LSTM,0.13702641755234926,5.211779667918327e-10718GBPUSD,fx,22,LightGBM-H,0.13215012711073604,5.526513597403375e-10719GBPUSD,fx,22,LightGBM-X,0.12993200764695126,5.924925817429533e-10720GBPUSD,fx,22,LogHAR,0.09421684054648624,4.235723556288191e-10721GBPUSD,fx,22,Pooled-LGBM,0.11567313583725612,6.536460152265827e-10722GBPUSD,fx,22,RF-H,0.10568670954351936,4.762788405705525e-10723GBPUSD,fx,22,RF-X,0.09592424264427232,4.5396471400406784e-10724GBPUSD,fx,22,RealGARCH,0.09515236320688476,4.2586880726951394e-10725GBPUSD,fx,22,Ridge-H,0.09532751216444198,4.257267461764317e-10726GBPUSD,fx,22,Ridge-X,0.10323622787990963,4.693530258399626e-10727GBPUSD,fx,22,SHAR,0.10723697862817491,4.5822874408944813e-10728GBPUSD,fx,22,Transformer,0.16215718855980393,6.117393268260805e-10729GBPUSD,fx,22,XGBoost-H,0.12505659350253195,5.360184403491195e-10730GBPUSD,fx,22,XGBoost-X,0.12303575367978417,5.482468095253727e-10731GC,futures,1,Comb-InvMSE,0.12728168480746926,2.3903120357994744e-08732GC,futures,1,Comb-Mean,0.13110903077063576,2.4042048193496048e-08733GC,futures,1,EGARCH,0.19386446279727015,2.785969232672725e-08734GC,futures,1,ElasticNet-H,0.13077815156524072,2.262447365575501e-08735GC,futures,1,ElasticNet-X,0.12243291143611863,2.2361097202311264e-08736GC,futures,1,GARCH,0.1749759378975586,2.490702740457528e-08737GC,futures,1,GJR,0.19568475454802364,2.6623171126054376e-08738GC,futures,1,HAR,0.1308499659740232,2.3352124730372346e-08739GC,futures,1,HAR-CJ,0.1321956078660704,2.360688715559284e-08740GC,futures,1,HAR-J,0.13059881181355107,2.338051050469307e-08741GC,futures,1,HARQ,0.14258929982546012,2.408234132092835e-08742GC,futures,1,LASSO-H,0.13381464081426309,2.3740093910885328e-08743GC,futures,1,LASSO-X,0.12230900554173531,2.231995997219827e-08744GC,futures,1,LSTM,0.37180055470783197,3.621488622017524e-08745GC,futures,1,LightGBM-H,0.18235153854525712,3.1746834220814706e-08746GC,futures,1,LightGBM-X,0.15334289822271338,2.7959504093445185e-08747GC,futures,1,LogHAR,0.1305169694264265,2.2543856431385542e-08748GC,futures,1,Pooled-LGBM,0.1302158078670994,2.236780152074535e-08749GC,futures,1,RF-H,0.16517679283267922,2.970481045700668e-08750GC,futures,1,RF-X,0.14574830529563235,2.7731467441112367e-08751GC,futures,1,RealGARCH,0.13435940022715692,2.339682127789021e-08752GC,futures,1,Ridge-H,0.13048097052008167,2.252452893507413e-08753GC,futures,1,Ridge-X,0.12175784146627279,2.228120463028703e-08754GC,futures,1,SHAR,0.1384521822422938,2.264938420493364e-08755GC,futures,1,Transformer,0.42436911441034725,3.664606172536999e-08756GC,futures,1,XGBoost-H,0.17978201520796264,3.536067954471448e-08757GC,futures,1,XGBoost-X,0.14625413238589083,2.794330308361431e-08758GC,futures,5,Comb-InvMSE,0.10019504120437099,1.7200019995964634e-08759GC,futures,5,Comb-Mean,0.10505695853445395,1.7198533552399668e-08760GC,futures,5,EGARCH,0.14958188212263993,1.8094569699609208e-08761GC,futures,5,ElasticNet-H,0.10343238517750762,1.6544887138913834e-08762GC,futures,5,ElasticNet-X,0.09415393846955518,1.6883763093326495e-08763GC,futures,5,GARCH,0.14221253840205625,1.7534993907448408e-08764GC,futures,5,GJR,0.15317256121780293,1.7606383417604877e-08765GC,futures,5,HAR,0.10545370406818164,1.7513140484063673e-08766GC,futures,5,HAR-CJ,0.10583871054507943,1.754652080108417e-08767GC,futures,5,HAR-J,0.1047617375454637,1.7509946969360948e-08768GC,futures,5,HARQ,0.12872457405893023,1.8292675181887662e-08769GC,futures,5,LASSO-H,0.10905420853951484,1.701530965904412e-08770GC,futures,5,LASSO-X,0.10191612838551233,1.775210252645364e-08771GC,futures,5,LSTM,0.31179198717770096,2.3486251284307297e-08772GC,futures,5,LightGBM-H,0.14802958684644532,2.1197227749503798e-08773GC,futures,5,LightGBM-X,0.1325425950364065,1.9350572712975923e-08774GC,futures,5,LogHAR,0.10282987743012278,1.6506912771047797e-08775GC,futures,5,Pooled-LGBM,0.1031966975714992,1.843368059956081e-08776GC,futures,5,RF-H,0.1362550863933284,1.935618971653941e-08777GC,futures,5,RF-X,0.1353736885125663,1.93933382146033e-08778GC,futures,5,RealGARCH,0.10572241620716427,1.663006919302103e-08779GC,futures,5,Ridge-H,0.10265462854472257,1.650219027393855e-08780GC,futures,5,Ridge-X,0.09141003672564108,1.668376976303023e-08781GC,futures,5,SHAR,0.10622793410062059,1.76033478612194e-08782GC,futures,5,Transformer,0.3473787608976367,2.4334550986756248e-08783GC,futures,5,XGBoost-H,0.15620313907408204,2.5336042781506554e-08784GC,futures,5,XGBoost-X,0.13159817381359315,1.908184125289109e-08785GC,futures,22,Comb-InvMSE,0.15480285707174085,1.0121914840277023e-08786GC,futures,22,Comb-Mean,0.1609346298472323,1.0086243260313892e-08787GC,futures,22,EGARCH,0.18197570314231998,1.0212217205562894e-08788GC,futures,22,ElasticNet-H,0.16175344983261136,1.00514487545371e-08789GC,futures,22,ElasticNet-X,0.1456460157240436,9.958612358570049e-09790GC,futures,22,GARCH,0.191446939750184,1.0315234894824108e-08791GC,futures,22,GJR,0.19476364576102215,1.0516393065237537e-08792GC,futures,22,HAR,0.16749634282564838,1.0238902996082804e-08793GC,futures,22,HAR-CJ,0.16894977519762777,1.031066144983596e-08794GC,futures,22,HAR-J,0.1669310314485141,1.0200261522975247e-08795GC,futures,22,HARQ,0.1801553724561104,1.0463723574982137e-08796GC,futures,22,LASSO-H,0.17544486981665847,1.0494380035688621e-08797GC,futures,22,LASSO-X,0.1601602640430828,1.04654656807896e-08798GC,futures,22,LSTM,0.3064728898416642,1.306546253625652e-08799GC,futures,22,LightGBM-H,0.2134827847680862,1.2110473827884117e-08800GC,futures,22,LightGBM-X,0.1821088669442813,1.1238734771101099e-08801GC,futures,22,LogHAR,0.16046893280771915,9.970990429883973e-09802GC,futures,22,Pooled-LGBM,0.16106873525103516,1.1528775636764937e-08803GC,futures,22,RF-H,0.18752747883403847,1.092224899893741e-08804GC,futures,22,RF-X,0.17580531482338854,1.0708559690475345e-08805GC,futures,22,RealGARCH,0.17178856872918172,1.0165127344434734e-08806GC,futures,22,Ridge-H,0.15997625867140994,9.994948102372506e-09807GC,futures,22,Ridge-X,0.1407421340804728,9.85670970110037e-09808GC,futures,22,SHAR,0.16885820768708457,1.0268871059746403e-08809GC,futures,22,Transformer,0.34334559651374624,1.3544489021161587e-08810GC,futures,22,XGBoost-H,0.20433612305138518,1.1916392439577907e-08811GC,futures,22,XGBoost-X,0.17922681669965937,1.1276535800564673e-08812GLD,equity,1,Comb-InvMSE,0.19777037322561503,5.055892029610664e-09813GLD,equity,1,Comb-Mean,0.20153215833647564,5.030770547116413e-09814GLD,equity,1,EGARCH,0.5103691292269773,6.3272194987466806e-09815GLD,equity,1,ElasticNet-H,0.20202035469203813,4.7603075034746355e-09816GLD,equity,1,ElasticNet-X,0.1926389769601495,4.900929825787072e-09817GLD,equity,1,GARCH,0.25617041236959803,5.49018476479504e-09818GLD,equity,1,GJR,0.2650410565290095,5.583617065474662e-09819GLD,equity,1,HAR,0.20761855383475458,4.540807462034859e-09820GLD,equity,1,HAR-CJ,0.21133210329008856,4.646704201916477e-09821GLD,equity,1,HAR-J,0.20832889914979705,4.546796422338411e-09822GLD,equity,1,HARQ,0.5912729274472277,5.794465132253714e-09823GLD,equity,1,LASSO-H,0.2021905148231323,4.760912033626142e-09824GLD,equity,1,LASSO-X,0.1936883770009517,4.9045601943788465e-09825GLD,equity,1,LSTM,0.4349072189099538,6.7374040628495105e-09826GLD,equity,1,LightGBM-H,0.26532335331397794,5.9800670939318406e-09827GLD,equity,1,LightGBM-X,0.2510461490939151,5.866585840258738e-09828GLD,equity,1,LogHAR,0.20271676106898462,4.791831499851542e-09829GLD,equity,1,Pooled-LGBM,0.2039014229218017,4.708839439857354e-09830GLD,equity,1,RF-H,0.2359898423279375,5.8241040076345576e-09831GLD,equity,1,RF-X,0.22152060381850125,5.677694905706415e-09832GLD,equity,1,RealGARCH,0.20353169496750864,4.999732456050041e-09833GLD,equity,1,Ridge-H,0.20194132122574018,4.757860924260305e-09834GLD,equity,1,Ridge-X,0.19183406345648982,4.898518799432488e-09835GLD,equity,1,SHAR,0.20849559756025127,4.61568014807812e-09836GLD,equity,1,Transformer,0.4686442337061466,6.733585074635551e-09837GLD,equity,1,XGBoost-H,0.24118636419108175,5.864615380714361e-09838GLD,equity,1,XGBoost-X,0.23093108983440716,5.723991573376089e-09839GLD,equity,5,Comb-InvMSE,0.11806407859016213,3.0479845829515514e-09840GLD,equity,5,Comb-Mean,0.12112418660032473,3.029774012156634e-09841GLD,equity,5,EGARCH,0.19754943849782583,3.170385090082956e-09842GLD,equity,5,ElasticNet-H,0.12126364762039486,2.9691213243865337e-09843GLD,equity,5,ElasticNet-X,0.11813550476716173,3.0757915121446954e-09844GLD,equity,5,GARCH,0.15695673599690388,3.28505290105259e-09845GLD,equity,5,GJR,0.15872108698036472,3.232131257496982e-09846GLD,equity,5,HAR,0.12293986687839527,3.083278734379241e-09847GLD,equity,5,HAR-CJ,0.1243257360121411,3.082954239314484e-09848GLD,equity,5,HAR-J,0.12262843132539063,3.0794537389961087e-09849GLD,equity,5,HARQ,0.2193607029065596,3.3768523788039674e-09850GLD,equity,5,LASSO-H,0.12251875178458561,2.970077360031904e-09851GLD,equity,5,LASSO-X,0.11843126160744445,3.0720746715749792e-09852GLD,equity,5,LSTM,0.3173164884898358,3.978511304228928e-09853GLD,equity,5,LightGBM-H,0.17200223150969055,3.5965027125879144e-09854GLD,equity,5,LightGBM-X,0.15613860421265638,3.292201172046216e-09855GLD,equity,5,LogHAR,0.12137877541257432,2.9719943470499562e-09856GLD,equity,5,Pooled-LGBM,0.11629279923708859,2.955740364378441e-09857GLD,equity,5,RF-H,0.1482798719515593,3.370920941260388e-09858GLD,equity,5,RF-X,0.14025898333221481,3.2595386679139197e-09859GLD,equity,5,RealGARCH,0.12362127901858758,2.9875709758574246e-09860GLD,equity,5,Ridge-H,0.1210412610880526,2.9678890067816285e-09861GLD,equity,5,Ridge-X,0.11519653690273349,3.050332978450815e-09862GLD,equity,5,SHAR,0.12474332614567119,3.087377310825274e-09863GLD,equity,5,Transformer,0.3337017584151212,4.029237811874811e-09864GLD,equity,5,XGBoost-H,0.16098508001797343,3.643095588430663e-09865GLD,equity,5,XGBoost-X,0.14836566554139957,3.2707999053896503e-09866GLD,equity,22,Comb-InvMSE,0.11751998285103114,1.3856175624970342e-09867GLD,equity,22,Comb-Mean,0.12207901568132246,1.3834291176761923e-09868GLD,equity,22,EGARCH,0.1567800541224629,1.4813460418213032e-09869GLD,equity,22,ElasticNet-H,0.12095741013493481,1.3587305457814197e-09870GLD,equity,22,ElasticNet-X,0.11162170080053908,1.3622021443860408e-09871GLD,equity,22,GARCH,0.14200439499732903,1.4550646938129148e-09872GLD,equity,22,GJR,0.1450442763120351,1.489056637910574e-09873GLD,equity,22,HAR,0.12392166667783105,1.3453836837712664e-09874GLD,equity,22,HAR-CJ,0.1267724131399942,1.35277562984812e-09875GLD,equity,22,HAR-J,0.12396667443951875,1.3463734257240308e-09876GLD,equity,22,HARQ,0.15981592826471733,1.4213251854553011e-09877GLD,equity,22,LASSO-H,0.12255497535602566,1.3600746974983392e-09878GLD,equity,22,LASSO-X,0.11550415970730933,1.3759781098961575e-09879GLD,equity,22,LSTM,0.2532763353296731,1.81289203760703e-09880GLD,equity,22,LightGBM-H,0.15452598625979205,1.6246688564768014e-09881GLD,equity,22,LightGBM-X,0.15520898840132888,1.6583408040912987e-09882GLD,equity,22,LogHAR,0.12071728188744255,1.355319686459529e-09883GLD,equity,22,Pooled-LGBM,0.11999045490903393,1.6852360262916465e-09884GLD,equity,22,RF-H,0.14231414897029301,1.5106235808471969e-09885GLD,equity,22,RF-X,0.13961838857343536,1.5081585273544086e-09886GLD,equity,22,RealGARCH,0.13308154424854898,1.41198423309046e-09887GLD,equity,22,Ridge-H,0.12066618925964501,1.3575189147772588e-09888GLD,equity,22,Ridge-X,0.11069694852983022,1.3648656111909487e-09889GLD,equity,22,SHAR,0.12506054690440926,1.3464232387649585e-09890GLD,equity,22,Transformer,0.2795188819382763,1.8648274041187805e-09891GLD,equity,22,XGBoost-H,0.14990442021742023,1.5941725550465907e-09892GLD,equity,22,XGBoost-X,0.15446060760727937,1.6430942602241222e-09893IWM,equity,1,Comb-InvMSE,0.1462494103642481,7.161996767828523e-08894IWM,equity,1,Comb-Mean,0.15010595346684943,7.266017362710801e-08895IWM,equity,1,EGARCH,0.2514760568827991,2.630859596551153e-07896IWM,equity,1,ElasticNet-H,0.1486059741559835,6.852069331989383e-08897IWM,equity,1,ElasticNet-X,0.1360926468568335,6.483690877869124e-08898IWM,equity,1,GARCH,0.20359354369862773,7.183485017414172e-08899IWM,equity,1,GJR,0.193775026351172,7.05143786942868e-08900IWM,equity,1,HAR,0.4388807064736812,6.921157330414608e-08901IWM,equity,1,HAR-CJ,0.4654818640446294,6.9157445533076e-08902IWM,equity,1,HAR-J,0.45332076967298923,6.905030689982282e-08903IWM,equity,1,HARQ,0.5962813782847806,7.131228919905203e-08904IWM,equity,1,LASSO-H,0.14903329948968186,6.851200879062994e-08905IWM,equity,1,LASSO-X,0.1365460434619267,6.483913186186657e-08906IWM,equity,1,LSTM,0.244410346420913,8.107785208527004e-08907IWM,equity,1,LightGBM-H,0.21847052535911768,9.954452121647917e-08908IWM,equity,1,LightGBM-X,0.18998370916841906,8.527863157784174e-08909IWM,equity,1,LogHAR,0.14875104061479127,6.854450700965269e-08910IWM,equity,1,Pooled-LGBM,0.155634203752226,6.114368221021417e-08911IWM,equity,1,RF-H,0.2228007104499088,9.538116572628245e-08912IWM,equity,1,RF-X,0.17700122622067996,8.795931873185693e-08913IWM,equity,1,RealGARCH,0.14804029544156355,6.801266508888744e-08914IWM,equity,1,Ridge-H,0.14868601706038345,6.856347526256815e-08915IWM,equity,1,Ridge-X,0.13632763304888817,6.47588860634358e-08916IWM,equity,1,SHAR,0.28082006320854147,6.928836581015042e-08917IWM,equity,1,Transformer,0.45397089501938387,1.0387229226674034e-07918IWM,equity,1,XGBoost-H,0.2086058259450799,9.248702595148847e-08919IWM,equity,1,XGBoost-X,0.17458910355308424,7.923870603921439e-08920IWM,equity,5,Comb-InvMSE,0.14422026229107202,6.117924996766355e-08921IWM,equity,5,Comb-Mean,0.1479444053342201,6.138506500626803e-08922IWM,equity,5,EGARCH,0.2315645904171464,1.373287172063814e-07923IWM,equity,5,ElasticNet-H,0.14213139687055187,5.725786185497157e-08924IWM,equity,5,ElasticNet-X,0.13069512692010005,5.361053024052707e-08925IWM,equity,5,GARCH,0.19077327701386115,6.463633977612861e-08926IWM,equity,5,GJR,0.18608231377040446,6.389726716208094e-08927IWM,equity,5,HAR,0.16358687303043798,5.742225612572373e-08928IWM,equity,5,HAR-CJ,0.16497913680887863,5.7279712563094594e-08929IWM,equity,5,HAR-J,0.16634691040098795,5.7438538557836616e-08930IWM,equity,5,HARQ,0.5325302302641183,6.801765381475224e-08931IWM,equity,5,LASSO-H,0.14325733087880593,5.720383671810037e-08932IWM,equity,5,LASSO-X,0.13042816821885947,5.344114180192994e-08933IWM,equity,5,LSTM,0.21033135698907218,6.439149744307052e-08934IWM,equity,5,LightGBM-H,0.216037223206004,8.455043282425535e-08935IWM,equity,5,LightGBM-X,0.2058260683000145,6.982497855879505e-08936IWM,equity,5,LogHAR,0.14162512232740562,5.716724983876899e-08937IWM,equity,5,Pooled-LGBM,0.1693981931150302,6.652901461395218e-08938IWM,equity,5,RF-H,0.21655682220370734,7.506577976228506e-08939IWM,equity,5,RF-X,0.17760543010782118,6.930153470850551e-08940IWM,equity,5,RealGARCH,0.14957871725491426,6.293422531880168e-08941IWM,equity,5,Ridge-H,0.1416017533989605,5.717892889997054e-08942IWM,equity,5,Ridge-X,0.1306648124202418,5.3484627569332794e-08943IWM,equity,5,SHAR,0.18032108336016173,5.9312036668748824e-08944IWM,equity,5,Transformer,0.3936611481278304,7.924918813474096e-08945IWM,equity,5,XGBoost-H,0.24365900597182358,8.322334040246962e-08946IWM,equity,5,XGBoost-X,0.19088893758544162,6.714229919819232e-08947IWM,equity,22,Comb-InvMSE,0.26739950707571275,4.3531910842858306e-08948IWM,equity,22,Comb-Mean,0.2732130126821355,4.337522989125709e-08949IWM,equity,22,EGARCH,0.3072862779916843,5.371898707458127e-08950IWM,equity,22,ElasticNet-H,0.27104067818658445,4.3318292403538856e-08951IWM,equity,22,ElasticNet-X,0.25253193134930013,4.250903553729573e-08952IWM,equity,22,GARCH,0.2805084926937555,4.3017651552949474e-08953IWM,equity,22,GJR,0.284163318511707,4.304993379719237e-08954IWM,equity,22,HAR,0.35963650103534195,4.3483555954421744e-08955IWM,equity,22,HAR-CJ,0.36376039005917693,4.446490189285612e-08956IWM,equity,22,HAR-J,0.3631337668361847,4.420782769226666e-08957IWM,equity,22,HARQ,0.6701505668064507,4.9010236880356536e-08958IWM,equity,22,LASSO-H,0.2736255876909755,4.332085218277369e-08959IWM,equity,22,LASSO-X,0.2525138880546323,4.234556439456814e-08960IWM,equity,22,LSTM,0.2819900737403403,5.5246566241577594e-08961IWM,equity,22,LightGBM-H,0.38769523894013813,5.468315052811345e-08962IWM,equity,22,LightGBM-X,0.3890782759869164,4.968148884344448e-08963IWM,equity,22,LogHAR,0.2681009549579078,4.281814483234221e-08964IWM,equity,22,Pooled-LGBM,0.3459438877403857,6.004393832465852e-08965IWM,equity,22,RF-H,0.31952948421657773,4.699905289967851e-08966IWM,equity,22,RF-X,0.3120360939805485,4.5654908103780844e-08967IWM,equity,22,RealGARCH,0.268997062986742,4.276572593875425e-08968IWM,equity,22,Ridge-H,0.2707186422778767,4.3317932112230644e-08969IWM,equity,22,Ridge-X,0.25318434057601624,4.2532379950787997e-08970IWM,equity,22,SHAR,0.35301552134814246,4.350119438467786e-08971IWM,equity,22,Transformer,0.4585451115472102,4.855747315424018e-08972IWM,equity,22,XGBoost-H,0.39911006060996346,5.5151878066068746e-08973IWM,equity,22,XGBoost-X,0.40807794496181804,4.783533018530151e-08974JPM,equity,1,Comb-InvMSE,0.13341568226490436,7.624894820460747e-08975JPM,equity,1,Comb-Mean,0.1347603944851802,7.74508409785534e-08976JPM,equity,1,EGARCH,0.19581713580829277,8.914850994529564e-08977JPM,equity,1,ElasticNet-H,0.13911977899862238,7.657465960742475e-08978JPM,equity,1,ElasticNet-X,0.1248047186610925,6.483245055242259e-08979JPM,equity,1,GARCH,0.20009406741466282,7.956986131557784e-08980JPM,equity,1,GJR,0.19695369870731544,7.113106640471449e-08981JPM,equity,1,HAR,0.16168128280222632,6.918419088947701e-08982JPM,equity,1,HAR-CJ,0.15277972287850855,7.20474237087596e-08983JPM,equity,1,HAR-J,0.16277986830068658,7.004036890852551e-08984JPM,equity,1,HARQ,0.2369236843315132,7.061659256627683e-08985JPM,equity,1,LASSO-H,0.13913749102175543,7.656042580129368e-08986JPM,equity,1,LASSO-X,0.12528185230884545,6.476444726211755e-08987JPM,equity,1,LSTM,0.20747801186448728,9.448480406340615e-08988JPM,equity,1,LightGBM-H,0.17774269257733774,1.1426875772980872e-07989JPM,equity,1,LightGBM-X,0.16334115307746888,1.0301628268313458e-07990JPM,equity,1,LogHAR,0.13916407822645455,7.725942480676034e-08991JPM,equity,1,Pooled-LGBM,0.1443922557879801,8.244646076153971e-08992JPM,equity,1,RF-H,0.16349312872452107,1.1648353406222879e-07993JPM,equity,1,RF-X,0.14644646369160824,1.0710375307762395e-07994JPM,equity,1,RealGARCH,0.1399614708336655,7.849557233759464e-08995JPM,equity,1,Ridge-H,0.13911208576802567,7.64834747931794e-08996JPM,equity,1,Ridge-X,0.12396974541944498,6.448508029148888e-08997JPM,equity,1,SHAR,0.16577283218413646,7.149944357831855e-08998JPM,equity,1,Transformer,0.27614948244033705,1.3382308681377207e-07999JPM,equity,1,XGBoost-H,0.1624925608930087,9.43077644895066e-081000JPM,equity,1,XGBoost-X,0.15562100939371543,9.343823127288066e-081001JPM,equity,5,Comb-InvMSE,0.1303257924465331,7.525672428205505e-081002JPM,equity,5,Comb-Mean,0.13283372595013312,7.554232602522622e-081003JPM,equity,5,EGARCH,0.17150020496976812,7.750958404752854e-081004JPM,equity,5,ElasticNet-H,0.13903290015807374,7.628494995633866e-081005JPM,equity,5,ElasticNet-X,0.12115227611532617,6.910452054000598e-081006JPM,equity,5,GARCH,0.19221418284771785,7.799099574177218e-081007JPM,equity,5,GJR,0.17296857199809748,6.713318242500759e-081008JPM,equity,5,HAR,0.15598190100640252,8.635202635010447e-081009JPM,equity,5,HAR-CJ,0.15680486973578014,8.9325636769167e-081010JPM,equity,5,HAR-J,0.15714367228450726,8.654302903435586e-081011JPM,equity,5,HARQ,0.20536846106189943,8.992509482163685e-081012JPM,equity,5,LASSO-H,0.13889032753840827,7.621687049305974e-081013JPM,equity,5,LASSO-X,0.12156801693196631,6.896774512151942e-081014JPM,equity,5,LSTM,0.17100690672023033,8.807900262454946e-081015JPM,equity,5,LightGBM-H,0.19125631552313205,9.82136916663696e-081016JPM,equity,5,LightGBM-X,0.1851506999818972,9.6710375616011e-081017JPM,equity,5,LogHAR,0.13883922656418016,7.66910873248645e-081018JPM,equity,5,Pooled-LGBM,0.15423081055854246,8.007048109621078e-081019JPM,equity,5,RF-H,0.18346041922729373,9.641585328296197e-081020JPM,equity,5,RF-X,0.16174673264687195,9.232247486050285e-081021JPM,equity,5,RealGARCH,0.13838161572072954,7.354834269409526e-081022JPM,equity,5,Ridge-H,0.13899685967892308,7.62523829773545e-081023JPM,equity,5,Ridge-X,0.12153925531285331,6.91081671104512e-081024JPM,equity,5,SHAR,0.1588740400667426,8.898116633298255e-081025JPM,equity,5,Transformer,0.22364956017425466,1.0098476243332556e-071026JPM,equity,5,XGBoost-H,0.20752299635399557,1.2358356763972986e-071027JPM,equity,5,XGBoost-X,0.19696186708012703,9.977268239199451e-081028JPM,equity,22,Comb-InvMSE,0.22577208276616298,6.574630738471102e-081029JPM,equity,22,Comb-Mean,0.23618441160600614,6.562580151174235e-081030JPM,equity,22,EGARCH,0.23328331693015372,6.545338128876435e-081031JPM,equity,22,ElasticNet-H,0.23812242213082582,6.504368003930668e-081032JPM,equity,22,ElasticNet-X,0.21966952101369994,6.392135028610424e-081033JPM,equity,22,GARCH,0.2895415758408324,6.946641626872971e-081034JPM,equity,22,GJR,0.24730417849101075,6.445593855700769e-081035JPM,equity,22,HAR,0.28896815811075904,6.504757303988073e-081036JPM,equity,22,HAR-CJ,0.28883081693472606,6.707995640362261e-081037JPM,equity,22,HAR-J,0.2910219547131438,6.654205126371947e-081038JPM,equity,22,HARQ,0.28998718032823445,6.733628445924622e-081039JPM,equity,22,LASSO-H,0.23869854304743535,6.488675300060172e-081040JPM,equity,22,LASSO-X,0.21994000587297055,6.368171879040849e-081041JPM,equity,22,LSTM,0.2537126931521628,7.496806211302498e-081042JPM,equity,22,LightGBM-H,0.3170943993989646,9.438501873205445e-081043JPM,equity,22,LightGBM-X,0.30422522268064456,7.996536164240538e-081044JPM,equity,22,LogHAR,0.23126679932989308,6.431952762304356e-081045JPM,equity,22,Pooled-LGBM,0.2932601116258441,9.3357263198018e-081046JPM,equity,22,RF-H,0.28203861517547224,7.171334498695116e-081047JPM,equity,22,RF-X,0.2711161286222004,7.078574075607981e-081048JPM,equity,22,RealGARCH,0.24391408216362273,6.582070144148544e-081049JPM,equity,22,Ridge-H,0.23794575888974265,6.50346366511007e-081050JPM,equity,22,Ridge-X,0.22442092917166387,6.420927568312244e-081051JPM,equity,22,SHAR,0.29289417605682533,6.534674885859076e-081052JPM,equity,22,Transformer,0.32830706210315297,7.329735477523084e-081053JPM,equity,22,XGBoost-H,0.3127208155390086,8.9323652563746e-081054JPM,equity,22,XGBoost-X,0.3141836933088654,7.754375387344951e-081055MSFT,equity,1,Comb-InvMSE,0.13584314112861093,4.4446817002269207e-081056MSFT,equity,1,Comb-Mean,0.14403462970212233,4.5458576972196406e-081057MSFT,equity,1,EGARCH,0.3892758987613659,4.823377614539889e-071058MSFT,equity,1,ElasticNet-H,0.13863240293057935,4.2567823337276404e-081059MSFT,equity,1,ElasticNet-X,0.13269693835559887,4.071910136787621e-081060MSFT,equity,1,GARCH,0.22442558336837554,4.606651169789297e-081061MSFT,equity,1,GJR,0.2120162327490251,4.356600983002079e-081062MSFT,equity,1,HAR,0.15027067476982756,4.25575877934931e-081063MSFT,equity,1,HAR-CJ,0.1551738264108984,4.215198654306712e-081064MSFT,equity,1,HAR-J,0.1510390952024463,4.257939479347052e-081065MSFT,equity,1,HARQ,0.3445703668910495,5.267806095986054e-081066MSFT,equity,1,LASSO-H,0.1391002618233311,4.256501734341588e-081067MSFT,equity,1,LASSO-X,0.1351379050367256,4.11189452765457e-081068MSFT,equity,1,LSTM,0.2451748517043085,5.62143797617107e-081069MSFT,equity,1,LightGBM-H,0.16646061925292352,6.244705162825928e-081070MSFT,equity,1,LightGBM-X,0.16406701672726162,5.770302235602533e-081071MSFT,equity,1,LogHAR,0.13880494351891012,4.266431187178312e-081072MSFT,equity,1,Pooled-LGBM,0.14583882269878348,4.1678437004712343e-081073MSFT,equity,1,RF-H,0.15075186206856753,6.194875079541583e-081074MSFT,equity,1,RF-X,0.1431324257145859,5.6547965430445054e-081075MSFT,equity,1,RealGARCH,0.1390490920570954,4.224568213152106e-081076MSFT,equity,1,Ridge-H,0.13870847647885612,4.259339527869703e-081077MSFT,equity,1,Ridge-X,0.13275595015453054,4.0693718584789704e-081078MSFT,equity,1,SHAR,0.1550292020431103,4.215188399216861e-081079MSFT,equity,1,Transformer,0.3053988835839991,8.234950016786293e-081080MSFT,equity,1,XGBoost-H,0.15970611602897208,6.017727830361107e-081081MSFT,equity,1,XGBoost-X,0.15447271520256414,5.8481235933733464e-081082MSFT,equity,5,Comb-InvMSE,0.1236726990332439,4.5096709993281404e-081083MSFT,equity,5,Comb-Mean,0.12986643391317998,4.565174370361033e-081084MSFT,equity,5,EGARCH,0.31011956002683844,1.4181174558227996e-071085MSFT,equity,5,ElasticNet-H,0.1238044790048733,4.396930221828073e-081086MSFT,equity,5,ElasticNet-X,0.12294197779108644,4.488880718027844e-081087MSFT,equity,5,GARCH,0.1927718369396217,4.193418364336469e-081088MSFT,equity,5,GJR,0.1832863852828703,4.046759061672824e-081089MSFT,equity,5,HAR,0.1417704772874774,5.1145159838178495e-081090MSFT,equity,5,HAR-CJ,0.14213796384535987,5.043448444576458e-081091MSFT,equity,5,HAR-J,0.14192640740195037,5.114044809724922e-081092MSFT,equity,5,HARQ,0.3130331297104061,5.9536729220845446e-081093MSFT,equity,5,LASSO-H,0.12441155001635437,4.39109491880076e-081094MSFT,equity,5,LASSO-X,0.12433397170293056,4.504628308411206e-081095MSFT,equity,5,LSTM,0.19764579011184935,4.644596211180113e-081096MSFT,equity,5,LightGBM-H,0.16199175382182593,5.612667143828592e-081097MSFT,equity,5,LightGBM-X,0.17619512360633882,5.973538064694263e-081098MSFT,equity,5,LogHAR,0.12413049919904091,4.404185649317113e-081099MSFT,equity,5,Pooled-LGBM,0.148836095419679,4.310230911494055e-081100MSFT,equity,5,RF-H,0.14732524955820536,5.548961436139518e-081101MSFT,equity,5,RF-X,0.1462201019867622,5.5687067714602713e-081102MSFT,equity,5,RealGARCH,0.12468018447427939,3.962136857884279e-081103MSFT,equity,5,Ridge-H,0.12369599509891799,4.392964349492148e-081104MSFT,equity,5,Ridge-X,0.12281556678013544,4.4932103219103446e-081105MSFT,equity,5,SHAR,0.14212662239133883,5.0786768065585327e-081106MSFT,equity,5,Transformer,0.242628479725009,6.284240807629505e-081107MSFT,equity,5,XGBoost-H,0.16251607169623605,6.64019949553188e-081108MSFT,equity,5,XGBoost-X,0.1708093644734468,6.461777522306523e-081109MSFT,equity,22,Comb-InvMSE,0.18474792813606888,3.96325002442974e-081110MSFT,equity,22,Comb-Mean,0.19272860380472956,3.963691401552677e-081111MSFT,equity,22,EGARCH,0.28718977789045574,4.894556088015599e-081112MSFT,equity,22,ElasticNet-H,0.18062199817331565,3.806783921634453e-081113MSFT,equity,22,ElasticNet-X,0.18912542386709227,4.19032705604996e-081114MSFT,equity,22,GARCH,0.22329035030335895,4.0327085611649914e-081115MSFT,equity,22,GJR,0.2176763762871228,3.9310961054504345e-081116MSFT,equity,22,HAR,0.21275784479218282,3.868959220715771e-081117MSFT,equity,22,HAR-CJ,0.2144976753221977,3.885841354842254e-081118MSFT,equity,22,HAR-J,0.2123663406084566,3.885396998420187e-081119MSFT,equity,22,HARQ,0.36693888690450194,4.518208637775548e-081120MSFT,equity,22,LASSO-H,0.18257521341884492,3.8002530968118804e-081121MSFT,equity,22,LASSO-X,0.19092505541438212,4.198699098766454e-081122MSFT,equity,22,LSTM,0.2320080891413989,3.935419233433708e-081123MSFT,equity,22,LightGBM-H,0.24880897550611805,4.5183519660691256e-081124MSFT,equity,22,LightGBM-X,0.29487019410876564,5.1454848560128036e-081125MSFT,equity,22,LogHAR,0.18051795731129,3.78730195845908e-081126MSFT,equity,22,Pooled-LGBM,0.26309035619093685,5.893114388638154e-081127MSFT,equity,22,RF-H,0.20357212000647626,4.2306836761257524e-081128MSFT,equity,22,RF-X,0.21389215827852773,4.3010446407047145e-081129MSFT,equity,22,RealGARCH,0.19290741474367973,3.880970103016699e-081130MSFT,equity,22,Ridge-H,0.1801776265981163,3.801802019708139e-081131MSFT,equity,22,Ridge-X,0.1879087791207826,4.214212113243023e-081132MSFT,equity,22,SHAR,0.21703292158908571,3.878598273802122e-081133MSFT,equity,22,Transformer,0.2795356132505385,4.464799520091112e-081134MSFT,equity,22,XGBoost-H,0.2526286470400363,4.547130559158488e-081135MSFT,equity,22,XGBoost-X,0.28078698065874924,5.329397132415562e-081136NQ,futures,1,Comb-InvMSE,0.16647148680859006,7.83470119708563e-081137NQ,futures,1,Comb-Mean,0.17199523752515722,8.107216727899159e-081138NQ,futures,1,EGARCH,0.24559700027699943,8.865205663675504e-081139NQ,futures,1,ElasticNet-H,0.18441960759551904,7.792961104733064e-081140NQ,futures,1,ElasticNet-X,0.15737872918633308,6.868627663308761e-081141NQ,futures,1,GARCH,0.2403435955746568,8.59054210007524e-081142NQ,futures,1,GJR,0.22477454367188748,7.99355330273034e-081143NQ,futures,1,HAR,0.19424254614227032,8.348952639360629e-081144NQ,futures,1,HAR-CJ,0.19894887583217474,8.784505721129265e-081145NQ,futures,1,HAR-J,0.19464791904572767,8.713593462483658e-081146NQ,futures,1,HARQ,0.19098943478783922,8.330983768608971e-081147NQ,futures,1,LASSO-H,0.18553737121558522,7.826561682433787e-081148NQ,futures,1,LASSO-X,0.1592277800437686,6.872886920210168e-081149NQ,futures,1,LSTM,0.3020789440830345,7.670988666443246e-081150NQ,futures,1,LightGBM-H,0.23586349459511916,1.1894038237109719e-071151NQ,futures,1,LightGBM-X,0.20962672875121205,1.0710579120763267e-071152NQ,futures,1,LogHAR,0.18473329488896376,7.79104474714147e-081153NQ,futures,1,Pooled-LGBM,0.18370996399519346,6.40577597495525e-081154NQ,futures,1,RF-H,0.22045602315265037,1.1348955203780102e-071155NQ,futures,1,RF-X,0.19383112631622187,1.0733208066399422e-071156NQ,futures,1,RealGARCH,0.1892061158593664,7.736215987602805e-081157NQ,futures,1,Ridge-H,0.18421440805813225,7.790385537898181e-081158NQ,futures,1,Ridge-X,0.15736090486194512,6.877135445526344e-081159NQ,futures,1,SHAR,0.19013459798000715,8.227413064107357e-081160NQ,futures,1,Transformer,0.39806847441258186,1.2767696165345238e-071161NQ,futures,1,XGBoost-H,0.22935724084948925,1.2760830744598187e-071162NQ,futures,1,XGBoost-X,0.1952762028100899,1.026176072946119e-071163NQ,futures,5,Comb-InvMSE,0.16688241220671368,7.407923381864233e-081164NQ,futures,5,Comb-Mean,0.17274411405387122,7.489185733451387e-081165NQ,futures,5,EGARCH,0.2420296372133643,7.602191118492509e-081166NQ,futures,5,ElasticNet-H,0.17255715815021255,7.048013944664237e-081167NQ,futures,5,ElasticNet-X,0.1634519328444165,6.841583274991991e-081168NQ,futures,5,GARCH,0.21995028903372293,7.793456924842271e-081169NQ,futures,5,GJR,0.2110453430985813,7.233223535691039e-081170NQ,futures,5,HAR,0.1942172903935617,7.496921235245596e-081171NQ,futures,5,HAR-CJ,0.19900577836642502,7.481185340420091e-081172NQ,futures,5,HAR-J,0.19568007200789111,7.550618381409328e-081173NQ,futures,5,HARQ,0.5534804735001563,8.390241738730151e-081174NQ,futures,5,LASSO-H,0.1755890231964093,7.164362632151332e-081175NQ,futures,5,LASSO-X,0.16354412263779045,6.77221401788508e-081176NQ,futures,5,LSTM,0.2495035093127504,6.866749183721972e-081177NQ,futures,5,LightGBM-H,0.24938964223604,1.0401484588920312e-071178NQ,futures,5,LightGBM-X,0.2592756648247781,1.0312567152480767e-071179NQ,futures,5,LogHAR,0.17323575550734205,7.056628063424203e-081180NQ,futures,5,Pooled-LGBM,0.19698039874079304,6.799715358092314e-081181NQ,futures,5,RF-H,0.21336629219025663,9.218928540968087e-081182NQ,futures,5,RF-X,0.20206933758331544,9.159182249293837e-081183NQ,futures,5,RealGARCH,0.17925459139641692,6.99283877227454e-081184NQ,futures,5,Ridge-H,0.17241767584875378,7.046639887962162e-081185NQ,futures,5,Ridge-X,0.163348179876812,6.851341057563403e-081186NQ,futures,5,SHAR,0.19177043689397993,7.528608476668187e-081187NQ,futures,5,Transformer,0.32808478069809577,9.6954603253697e-081188NQ,futures,5,XGBoost-H,0.23358672581863393,9.891113763480594e-081189NQ,futures,5,XGBoost-X,0.2487414498061758,1.025344782718342e-071190NQ,futures,22,Comb-InvMSE,0.27782607726082237,5.913571864897529e-081191NQ,futures,22,Comb-Mean,0.29287249131198817,5.91393199542009e-081192NQ,futures,22,EGARCH,0.32989689697685903,5.971942583240468e-081193NQ,futures,22,ElasticNet-H,0.2795352209747871,5.85036024325865e-081194NQ,futures,22,ElasticNet-X,0.28789368065438864,6.380958855189284e-081195NQ,futures,22,GARCH,0.2881082956529802,6.20904343383704e-081196NQ,futures,22,GJR,0.296761100869218,5.7921066672430275e-081197NQ,futures,22,HAR,0.3131050699880013,6.222988987878475e-081198NQ,futures,22,HAR-CJ,0.3164404262712809,6.204632634014116e-081199NQ,futures,22,HAR-J,0.31238685378717135,6.215439199353851e-081200NQ,futures,22,HARQ,0.48279180696142776,6.509955726946559e-081201NQ,futures,22,LASSO-H,0.28602017908523053,5.8899025168174065e-081202NQ,futures,22,LASSO-X,0.2909151849259401,5.779685039538609e-081203NQ,futures,22,LSTM,0.3345819229906293,5.790037784097579e-081204NQ,futures,22,LightGBM-H,0.3854427095226067,6.659437720192119e-081205NQ,futures,22,LightGBM-X,0.4535281822633419,7.091952484476315e-081206NQ,futures,22,LogHAR,0.27975170192043536,5.7905154603042543e-081207NQ,futures,22,Pooled-LGBM,0.3771538572321108,8.5171956646179e-081208NQ,futures,22,RF-H,0.3386716673607447,6.360180106139867e-081209NQ,futures,22,RF-X,0.3459151057753029,6.404084789031187e-081210NQ,futures,22,RealGARCH,0.30262263699342973,5.938656470870963e-081211NQ,futures,22,Ridge-H,0.2787757152807661,5.850812444532076e-081212NQ,futures,22,Ridge-X,0.2881892851040313,6.403246649850452e-081213NQ,futures,22,SHAR,0.31187509644315986,6.217611376711614e-081214NQ,futures,22,Transformer,0.41132911695553226,6.579628491601266e-081215NQ,futures,22,XGBoost-H,0.39356207070489607,6.6267920274804e-081216NQ,futures,22,XGBoost-X,0.43572543437271355,6.741560701413551e-081217NVDA,equity,1,Comb-InvMSE,0.14648285428909075,2.322875910162711e-071218NVDA,equity,1,Comb-Mean,0.1473178566028102,2.3234953030769028e-071219NVDA,equity,1,EGARCH,0.2047611077683823,2.739868853173028e-071220NVDA,equity,1,ElasticNet-H,0.15185903117565291,2.43678955654778e-071221NVDA,equity,1,ElasticNet-X,0.1497565637713533,2.2494426415967107e-071222NVDA,equity,1,GARCH,0.21592770680517898,2.952241381569122e-071223NVDA,equity,1,GJR,0.2109584348040341,2.8082721564035317e-071224NVDA,equity,1,HAR,0.15519413914959573,2.4625000631769267e-071225NVDA,equity,1,HAR-CJ,0.16053909348492065,2.484682906083024e-071226NVDA,equity,1,HAR-J,0.15487616777348817,2.4581511436375636e-071227NVDA,equity,1,HARQ,0.19806807242760563,2.456323319180216e-071228NVDA,equity,1,LASSO-H,0.1532550079304729,2.5309818744201837e-071229NVDA,equity,1,LASSO-X,0.15453361173221294,2.354915241696848e-071230NVDA,equity,1,LSTM,0.25401059023695816,3.2993091620149943e-071231NVDA,equity,1,LightGBM-H,0.18390163422923864,2.8636393653831693e-071232NVDA,equity,1,LightGBM-X,0.17535034855732373,2.657323067834254e-071233NVDA,equity,1,LogHAR,0.15223268372953083,2.4396826217135204e-071234NVDA,equity,1,Pooled-LGBM,0.15728741070494665,2.425327448327903e-071235NVDA,equity,1,RF-H,0.165349123154784,2.867664485728804e-071236NVDA,equity,1,RF-X,0.15662932178147781,2.6320199230185014e-071237NVDA,equity,1,RealGARCH,0.15325311527742988,2.4165671758647244e-071238NVDA,equity,1,Ridge-H,0.1515373816282319,2.4296211106670123e-071239NVDA,equity,1,Ridge-X,0.1499224009364203,2.2465679776529467e-071240NVDA,equity,1,SHAR,0.1603675443304236,2.426096648794587e-071241NVDA,equity,1,Transformer,0.29535430930290385,3.709000388024782e-071242NVDA,equity,1,XGBoost-H,0.1795999663345911,3.012069009085299e-071243NVDA,equity,1,XGBoost-X,0.1610602548882525,2.53865262512694e-071244NVDA,equity,5,Comb-InvMSE,0.12736774846176574,1.612990272668822e-071245NVDA,equity,5,Comb-Mean,0.12880158978449155,1.619146580590433e-071246NVDA,equity,5,EGARCH,0.17571348032375184,1.8438540012458292e-071247NVDA,equity,5,ElasticNet-H,0.12870072823880033,1.647009583176217e-071248NVDA,equity,5,ElasticNet-X,0.1324520863091176,1.5805049874003132e-071249NVDA,equity,5,GARCH,0.1772845064958374,1.987181773956476e-071250NVDA,equity,5,GJR,0.171679299407039,1.8162625290282198e-071251NVDA,equity,5,HAR,0.1346455048714957,1.672985985439481e-071252NVDA,equity,5,HAR-CJ,0.13853281462941266,1.712666676841945e-071253NVDA,equity,5,HAR-J,0.13450051188592027,1.6740732585532588e-071254NVDA,equity,5,HARQ,0.16404385983173383,1.7068990618068148e-071255NVDA,equity,5,LASSO-H,0.1330971128064916,1.6707086369211677e-071256NVDA,equity,5,LASSO-X,0.13680053251401733,1.6097934430263355e-071257NVDA,equity,5,LSTM,0.19299404837856823,1.9073768728906746e-071258NVDA,equity,5,LightGBM-H,0.1628194425180441,2.0154422535887064e-071259NVDA,equity,5,LightGBM-X,0.15661429473035948,1.9733828496266087e-071260NVDA,equity,5,LogHAR,0.12905581822882084,1.650665642618175e-071261NVDA,equity,5,Pooled-LGBM,0.14255991848500868,1.771254918823156e-071262NVDA,equity,5,RF-H,0.1376059081192593,1.8247898192699224e-071263NVDA,equity,5,RF-X,0.1370380634271928,1.8334911487472452e-071264NVDA,equity,5,RealGARCH,0.13508102623044443,1.6966712818487772e-071265NVDA,equity,5,Ridge-H,0.12820777137209108,1.6425046946081783e-071266NVDA,equity,5,Ridge-X,0.13262525983680365,1.586926383358271e-071267NVDA,equity,5,SHAR,0.13729350793387537,1.6972606532644892e-071268NVDA,equity,5,Transformer,0.22538190243977804,2.357476514000663e-071269NVDA,equity,5,XGBoost-H,0.16014268736609955,2.0575864227999726e-071270NVDA,equity,5,XGBoost-X,0.14100057514164852,1.812021515986853e-071271NVDA,equity,22,Comb-InvMSE,0.13880181358987564,1.2126306804732598e-071272NVDA,equity,22,Comb-Mean,0.14214718284354647,1.2229264024636844e-071273NVDA,equity,22,EGARCH,0.16874991939466688,1.36197701163706e-071274NVDA,equity,22,ElasticNet-H,0.13848764128550375,1.2087083664553062e-071275NVDA,equity,22,ElasticNet-X,0.15566604767297038,1.3000895760178248e-071276NVDA,equity,22,GARCH,0.16349439701243956,1.4154101802591754e-071277NVDA,equity,22,GJR,0.15811976799647742,1.3320038959346795e-071278NVDA,equity,22,HAR,0.14776697255509125,1.2710484267566863e-071279NVDA,equity,22,HAR-CJ,0.14895979353395394,1.2864125480983016e-071280NVDA,equity,22,HAR-J,0.1479078394178676,1.2767478040175406e-071281NVDA,equity,22,HARQ,0.14885741266582733,1.244302020762568e-071282NVDA,equity,22,LASSO-H,0.14495009504820522,1.2524802044964684e-071283NVDA,equity,22,LASSO-X,0.1565294262715006,1.2840953462759432e-071284NVDA,equity,22,LSTM,0.1816400388694147,1.4425385075651946e-071285NVDA,equity,22,LightGBM-H,0.1703008328097464,1.34621736000265e-071286NVDA,equity,22,LightGBM-X,0.19556438851771302,1.4437021645159046e-071287NVDA,equity,22,LogHAR,0.1389444249666896,1.211105182704389e-071288NVDA,equity,22,Pooled-LGBM,0.1783170876973148,1.6647946646030196e-071289NVDA,equity,22,RF-H,0.14896215315673053,1.204000362929437e-071290NVDA,equity,22,RF-X,0.15967548909143822,1.2875491529843237e-071291NVDA,equity,22,RealGARCH,0.1590353918914603,1.3171638360011061e-071292NVDA,equity,22,Ridge-H,0.13771003694879033,1.2063664245169013e-071293NVDA,equity,22,Ridge-X,0.15540085746406818,1.303182605071319e-071294NVDA,equity,22,SHAR,0.1487667143242792,1.2735755198886677e-071295NVDA,equity,22,Transformer,0.202414061756723,1.589348492978171e-071296NVDA,equity,22,XGBoost-H,0.15884288881430675,1.2930155232743492e-071297NVDA,equity,22,XGBoost-X,0.1799402819799865,1.432909361120687e-071298QQQ,equity,1,Comb-InvMSE,0.1850984570208565,2.9315571378836698e-081299QQQ,equity,1,Comb-Mean,0.18918887197255688,3.0012703759433594e-081300QQQ,equity,1,EGARCH,0.25121273209490236,3.039310802813981e-081301QQQ,equity,1,ElasticNet-H,0.19503799021016155,2.940411969308493e-081302QQQ,equity,1,ElasticNet-X,0.18003791347277878,2.602584096050764e-081303QQQ,equity,1,GARCH,0.2488743611862979,3.1345378974493825e-081304QQQ,equity,1,GJR,0.23556139044267652,2.8526104517911185e-081305QQQ,equity,1,HAR,0.22971198321954384,2.985581782269178e-081306QQQ,equity,1,HAR-CJ,0.24623224836495336,3.030566414283442e-081307QQQ,equity,1,HAR-J,0.23684403876536597,2.9919411282167685e-081308QQQ,equity,1,HARQ,0.328768807916729,3.310669232337567e-081309QQQ,equity,1,LASSO-H,0.19586837352068875,2.953069424991209e-081310QQQ,equity,1,LASSO-X,0.18142863664336623,2.653375683392839e-081311QQQ,equity,1,LSTM,0.33535576540087864,3.0168926807594696e-081312QQQ,equity,1,LightGBM-H,0.25146364074245897,4.019093121573755e-081313QQQ,equity,1,LightGBM-X,0.24144247565936042,3.9512790182937124e-081314QQQ,equity,1,LogHAR,0.1952970547364805,2.937156687934591e-081315QQQ,equity,1,Pooled-LGBM,0.2015683497421658,2.524559915200031e-081316QQQ,equity,1,RF-H,0.2291864717262885,3.91655192714693e-081317QQQ,equity,1,RF-X,0.20662370698022,3.728137183998969e-081318QQQ,equity,1,RealGARCH,0.1969998482087958,2.8817281939237344e-081319QQQ,equity,1,Ridge-H,0.19502295125928948,2.9409838158799508e-081320QQQ,equity,1,Ridge-X,0.1803386428541485,2.5904016427293195e-081321QQQ,equity,1,SHAR,0.2140317826837961,2.9362111579307327e-081322QQQ,equity,1,Transformer,0.4857244198209884,4.696461325908318e-081323QQQ,equity,1,XGBoost-H,0.24684640594646046,4.89532585976775e-081324QQQ,equity,1,XGBoost-X,0.2060217420159372,3.6471663355391624e-081325QQQ,equity,5,Comb-InvMSE,0.17152753658950468,2.3146063584227662e-081326QQQ,equity,5,Comb-Mean,0.17717803680567987,2.3418745631544898e-081327QQQ,equity,5,EGARCH,0.23793556566118382,2.2721685290793404e-081328QQQ,equity,5,ElasticNet-H,0.17625653745217743,2.2763766664399124e-081329QQQ,equity,5,ElasticNet-X,0.17350690360935683,2.1683614279096685e-081330QQQ,equity,5,GARCH,0.21686948453986166,2.423704330340207e-081331QQQ,equity,5,GJR,0.21847869747560483,2.1802123439195022e-081332QQQ,equity,5,HAR,0.21325646575811055,2.3350537836324558e-081333QQQ,equity,5,HAR-CJ,0.22385695555483376,2.3550389893375507e-081334QQQ,equity,5,HAR-J,0.21570771338691735,2.3397051009577584e-081335QQQ,equity,5,HARQ,0.22744407972613037,2.369667044738514e-081336QQQ,equity,5,LASSO-H,0.17807044823399218,2.3092040398206016e-081337QQQ,equity,5,LASSO-X,0.17115516011405432,2.1452754305343064e-081338QQQ,equity,5,LSTM,0.2705154717916961,2.257614604602078e-081339QQQ,equity,5,LightGBM-H,0.24139471464305878,3.006538401795192e-081340QQQ,equity,5,LightGBM-X,0.27120974216826393,3.291942762754041e-081341QQQ,equity,5,LogHAR,0.17712355293667026,2.2774413019746825e-081342QQQ,equity,5,Pooled-LGBM,0.20851210564647182,2.1050198848773084e-081343QQQ,equity,5,RF-H,0.20334779046411644,2.8006098617014514e-081344QQQ,equity,5,RF-X,0.19972617356860486,2.797654762108374e-081345QQQ,equity,5,RealGARCH,0.17711723272914204,2.244060511828302e-081346QQQ,equity,5,Ridge-H,0.1761058421526979,2.2727830750871625e-081347QQQ,equity,5,Ridge-X,0.17587154946725722,2.2117286413961092e-081348QQQ,equity,5,SHAR,0.19692035186582782,2.318253562231544e-081349QQQ,equity,5,Transformer,0.396646876616983,3.295243882452764e-081350QQQ,equity,5,XGBoost-H,0.24335535461751945,3.101942789401379e-081351QQQ,equity,5,XGBoost-X,0.260631157304985,3.224541067453701e-081352QQQ,equity,22,Comb-InvMSE,0.2584367466766595,1.777167192810453e-081353QQQ,equity,22,Comb-Mean,0.2693493430294832,1.7785940907712464e-081354QQQ,equity,22,EGARCH,0.31438180612212996,1.74483257050832e-081355QQQ,equity,22,ElasticNet-H,0.2623941072331853,1.7546541978673988e-081356QQQ,equity,22,ElasticNet-X,0.27796735200906403,1.9072197687323436e-081357QQQ,equity,22,GARCH,0.2730703850115153,1.858788821715878e-081358QQQ,equity,22,GJR,0.2934476149075006,1.6964979009533816e-081359QQQ,equity,22,HAR,0.29809210732821206,1.8591135142540475e-081360QQQ,equity,22,HAR-CJ,0.31105018667637363,1.878471894139212e-081361QQQ,equity,22,HAR-J,0.30493293705488345,1.864763286725022e-081362QQQ,equity,22,HARQ,0.3775870242864678,1.924265175849274e-081363QQQ,equity,22,LASSO-H,0.26138824642811664,1.7413728814462187e-081364QQQ,equity,22,LASSO-X,0.27268697955313326,1.9024321843975243e-081365QQQ,equity,22,LSTM,0.3187118465195842,2.287116529757147e-081366QQQ,equity,22,LightGBM-H,0.3603459404329164,2.053164864460694e-081367QQQ,equity,22,LightGBM-X,0.4017995293127946,2.1466829990171045e-081368QQQ,equity,22,LogHAR,0.26402312998621535,1.742727776614855e-081369QQQ,equity,22,Pooled-LGBM,0.36023167159725733,2.600395383795366e-081370QQQ,equity,22,RF-H,0.29686917494379533,1.883690183474734e-081371QQQ,equity,22,RF-X,0.29139670015978686,1.8635653644833445e-081372QQQ,equity,22,RealGARCH,0.26866500248920666,1.7474502657461715e-081373QQQ,equity,22,Ridge-H,0.2623922984752514,1.7570978566575136e-081374QQQ,equity,22,Ridge-X,0.28193854112446315,1.935125343469468e-081375QQQ,equity,22,SHAR,0.29448451781339247,1.8590727899041445e-081376QQQ,equity,22,Transformer,0.41108727778214166,2.1099243897604183e-081377QQQ,equity,22,XGBoost-H,0.3506278730308581,2.026871480989245e-081378QQQ,equity,22,XGBoost-X,0.3775398581762816,2.057369322748598e-081379SOL,crypto,1,Comb-InvMSE,0.2117546326926041,6.090392471223956e-061380SOL,crypto,1,Comb-Mean,0.21952370270812485,6.4059301393439234e-061381SOL,crypto,1,EGARCH,0.2849771786482284,7.190518797700299e-061382SOL,crypto,1,ElasticNet-H,0.21684212360378358,6.704167162098304e-061383SOL,crypto,1,ElasticNet-X,0.20951163913262366,6.624336130029754e-061384SOL,crypto,1,GARCH,0.2850905211483399,7.315722457174431e-061385SOL,crypto,1,GJR,0.28403768498812276,7.302143408266739e-061386SOL,crypto,1,HAR,0.24882329976239567,7.225300546570213e-061387SOL,crypto,1,HAR-CJ,0.24906336138287885,7.206000596932004e-061388SOL,crypto,1,HAR-J,0.2492891241992486,7.247001497455721e-061389SOL,crypto,1,HARQ,0.23897857431562564,7.965112661322536e-061390SOL,crypto,1,LASSO-H,0.21637385443146318,6.657720363364202e-061391SOL,crypto,1,LASSO-X,0.20945902889040038,6.614848051344474e-061392SOL,crypto,1,LSTM,0.3193257317023937,7.4517940788023785e-061393SOL,crypto,1,LightGBM-H,0.2470868462272802,6.960999118862932e-061394SOL,crypto,1,LightGBM-X,0.21272494003009887,6.388811195286083e-061395SOL,crypto,1,LogHAR,0.21480266476601428,6.651858153805174e-061396SOL,crypto,1,Pooled-LGBM,0.18269261409290827,6.27064667004785e-061397SOL,crypto,1,RF-H,0.2251825628408429,6.664461085110777e-061398SOL,crypto,1,RF-X,0.20024712726970045,6.270644310902125e-061399SOL,crypto,1,RealGARCH,0.21961164558490784,6.6608631892840316e-061400SOL,crypto,1,Ridge-H,0.2167246201942412,6.696289818393267e-061401SOL,crypto,1,Ridge-X,0.2096139504515877,6.6386273060356465e-061402SOL,crypto,1,SHAR,0.24705539228349607,7.140969145317192e-061403SOL,crypto,1,Transformer,0.3709341143274911,9.630426569404019e-061404SOL,crypto,1,XGBoost-H,0.2427949339844508,6.746310815959538e-061405SOL,crypto,1,XGBoost-X,0.19262101981533067,6.3876718064865995e-061406SOL,crypto,5,Comb-InvMSE,0.18293584211549033,2.8525896448088607e-061407SOL,crypto,5,Comb-Mean,0.18893442948024383,2.9953581247545512e-061408SOL,crypto,5,EGARCH,0.22559699477970313,3.503729370204928e-061409SOL,crypto,5,ElasticNet-H,0.18210480476022242,3.2692585791612577e-061410SOL,crypto,5,ElasticNet-X,0.17505787562182423,3.009676032507273e-061411SOL,crypto,5,GARCH,0.2213232044857897,3.4349420604703994e-061412SOL,crypto,5,GJR,0.22012716781464575,3.3987935106216336e-061413SOL,crypto,5,HAR,0.22028219312230662,3.393205414402468e-061414SOL,crypto,5,HAR-CJ,0.22129147515849681,3.4268305489056263e-061415SOL,crypto,5,HAR-J,0.22082109966358981,3.4084154976664896e-061416SOL,crypto,5,HARQ,0.20972750818575525,3.6438448118381825e-061417SOL,crypto,5,LASSO-H,0.1820052211150368,3.2261837152872543e-061418SOL,crypto,5,LASSO-X,0.17473846079129748,3.009349333173508e-061419SOL,crypto,5,LSTM,0.24281341380606664,3.6300602779999474e-061420SOL,crypto,5,LightGBM-H,0.22737727987979323,3.6584312986048957e-061421SOL,crypto,5,LightGBM-X,0.2188929891173731,3.1990726021705293e-061422SOL,crypto,5,LogHAR,0.1757305228320531,3.1458859507637593e-061423SOL,crypto,5,Pooled-LGBM,0.18726450180201085,3.0405130770975734e-061424SOL,crypto,5,RF-H,0.18921368497104465,3.127372847054744e-061425SOL,crypto,5,RF-X,0.17945004466885242,2.9114314022335926e-061426SOL,crypto,5,RealGARCH,0.18222490917677875,3.0256253837521087e-061427SOL,crypto,5,Ridge-H,0.18164437398404332,3.2862829619471862e-061428SOL,crypto,5,Ridge-X,0.17298811073567819,3.001846299029151e-061429SOL,crypto,5,SHAR,0.21982954010594868,3.389813741461616e-061430SOL,crypto,5,Transformer,0.27421715093874216,5.590211036902458e-061431SOL,crypto,5,XGBoost-H,0.20181969004129077,3.488154204731543e-061432SOL,crypto,5,XGBoost-X,0.2078772867306569,3.0780692352594666e-061433SOL,crypto,22,Comb-InvMSE,0.15414886095368238,1.6107747680108188e-061434SOL,crypto,22,Comb-Mean,0.15631966067462374,1.7126053861453796e-061435SOL,crypto,22,EGARCH,0.175093261628079,1.996819019863327e-061436SOL,crypto,22,ElasticNet-H,0.16116376060235846,1.966377587163712e-061437SOL,crypto,22,ElasticNet-X,0.15027973539940837,1.7858483120783324e-061438SOL,crypto,22,GARCH,0.16310057005080653,1.792231019170714e-061439SOL,crypto,22,GJR,0.16259163122084214,1.7733526436685187e-061440SOL,crypto,22,HAR,0.17248703249341177,1.965447424308398e-061441SOL,crypto,22,HAR-CJ,0.17190253459177277,1.9638300183955326e-061442SOL,crypto,22,HAR-J,0.17239658287469084,1.964967139756157e-061443SOL,crypto,22,HARQ,0.17049393931005366,1.9965425076701513e-061444SOL,crypto,22,LASSO-H,0.16301738927604936,1.9317963862490176e-061445SOL,crypto,22,LASSO-X,0.15505589620283436,1.8283411162155267e-061446SOL,crypto,22,LSTM,0.17237271331361345,2.0043806843465843e-061447SOL,crypto,22,LightGBM-H,0.17943426574259702,2.7225314324498332e-061448SOL,crypto,22,LightGBM-X,0.18436887687360567,2.087881405984844e-061449SOL,crypto,22,LogHAR,0.15705823904995556,1.8772149599697237e-061450SOL,crypto,22,Pooled-LGBM,0.16699175011599038,1.7954837753609052e-061451SOL,crypto,22,RF-H,0.15825806275156165,1.8503575775895551e-061452SOL,crypto,22,RF-X,0.15491132090804907,1.679461109617151e-061453SOL,crypto,22,RealGARCH,0.1406274580781481,1.4046253237026622e-061454SOL,crypto,22,Ridge-H,0.16160304085979182,1.989248026445893e-061455SOL,crypto,22,Ridge-X,0.14762907854182947,1.7898049359795297e-061456SOL,crypto,22,SHAR,0.17235147677305135,1.9622169811895843e-061457SOL,crypto,22,Transformer,0.19098729480072435,2.895899523096961e-061458SOL,crypto,22,XGBoost-H,0.17899288053670825,2.823320186462821e-061459SOL,crypto,22,XGBoost-X,0.17948852599085652,2.0846795072779856e-061460SPY,equity,1,Comb-InvMSE,0.2103247916220855,2.200831488379138e-081461SPY,equity,1,Comb-Mean,0.2152792576139729,2.2402496534605748e-081462SPY,equity,1,EGARCH,0.29175449522114105,2.2357110772802578e-081463SPY,equity,1,ElasticNet-H,0.22171529739479093,2.2130303569393716e-081464SPY,equity,1,ElasticNet-X,0.19937059495262316,2.5642150751310486e-081465SPY,equity,1,GARCH,0.29506153223161974,2.1939246274074548e-081466SPY,equity,1,GJR,0.27538234285692964,2.0241080947557535e-081467SPY,equity,1,HAR,0.24863944220370848,2.5347446164644244e-081468SPY,equity,1,HAR-CJ,0.2714955359071188,2.4167545316009926e-081469SPY,equity,1,HAR-J,0.28316772854218025,2.514684626479239e-081470SPY,equity,1,HARQ,0.43232668274637115,2.5784618704470665e-081471SPY,equity,1,LASSO-H,0.22229546735445993,2.2362242965414113e-081472SPY,equity,1,LASSO-X,0.2009035183352621,2.5106394195193425e-081473SPY,equity,1,LSTM,0.39784852211168825,2.3282174207237704e-081474SPY,equity,1,LightGBM-H,0.2907177475586073,2.997617228108416e-081475SPY,equity,1,LightGBM-X,0.25846515666450226,2.852540461149297e-081476SPY,equity,1,LogHAR,0.22191311544068357,2.211069087393441e-081477SPY,equity,1,Pooled-LGBM,0.2327557111639333,1.645538586764796e-081478SPY,equity,1,RF-H,0.2717345531357608,3.138624062368131e-081479SPY,equity,1,RF-X,0.24329171556558052,3.0418047440781784e-081480SPY,equity,1,RealGARCH,0.2232327592340552,2.1194862320106907e-081481SPY,equity,1,Ridge-H,0.22181444062168254,2.214115731202566e-081482SPY,equity,1,Ridge-X,0.200174565008836,2.454188207897347e-081483SPY,equity,1,SHAR,0.24433301349841197,2.5790468552173127e-081484SPY,equity,1,Transformer,0.6481696624616877,3.722541743497267e-081485SPY,equity,1,XGBoost-H,0.2624773066161116,3.630566098954817e-081486SPY,equity,1,XGBoost-X,0.24044228560666348,2.741892168370905e-081487SPY,equity,5,Comb-InvMSE,0.2159388937685235,2.012099401381988e-081488SPY,equity,5,Comb-Mean,0.22281898079873586,2.0500703817212935e-081489SPY,equity,5,EGARCH,0.2847581213193606,1.8096984392412654e-081490SPY,equity,5,ElasticNet-H,0.22551017333074805,1.957222551210151e-081491SPY,equity,5,ElasticNet-X,0.21146605378338676,2.1297600642226973e-081492SPY,equity,5,GARCH,0.27973212455521695,1.869089875206856e-081493SPY,equity,5,GJR,0.26740418656110543,1.7737423205116388e-081494SPY,equity,5,HAR,0.2602315184329204,2.2887368992559765e-081495SPY,equity,5,HAR-CJ,0.2582856863572341,2.180828572284611e-081496SPY,equity,5,HAR-J,0.2610591712671116,2.2780792820645704e-081497SPY,equity,5,HARQ,0.3477426409133904,2.281349939219426e-081498SPY,equity,5,LASSO-H,0.22705102222358894,1.9723380870493615e-081499SPY,equity,5,LASSO-X,0.21334852473080643,2.118093186547664e-081500SPY,equity,5,LSTM,0.34287608742214803,1.8846851484467034e-081501SPY,equity,5,LightGBM-H,0.3202537507932062,2.914189817759849e-081502SPY,equity,5,LightGBM-X,0.3389902828747195,3.154383605752483e-081503SPY,equity,5,LogHAR,0.2262262320701641,1.953691814065391e-081504SPY,equity,5,Pooled-LGBM,0.2569299900362116,1.690311597446355e-081505SPY,equity,5,RF-H,0.28750867524324775,2.4648513340173757e-081506SPY,equity,5,RF-X,0.26963891288105624,2.4556054266561483e-081507SPY,equity,5,RealGARCH,0.22226104275376246,1.7776058609360864e-081508SPY,equity,5,Ridge-H,0.2254393026001323,1.957721181385712e-081509SPY,equity,5,Ridge-X,0.2122239879680895,2.032680025382646e-081510SPY,equity,5,SHAR,0.25052576931904014,2.2521260852036858e-081511SPY,equity,5,Transformer,0.5432750177210018,2.7788939150333438e-081512SPY,equity,5,XGBoost-H,0.300141173517187,3.0907511870624027e-081513SPY,equity,5,XGBoost-X,0.33699927543090974,3.1715645774753264e-081514SPY,equity,22,Comb-InvMSE,0.3799027081038202,1.5516660604634455e-081515SPY,equity,22,Comb-Mean,0.3952214734593102,1.5491753064481877e-081516SPY,equity,22,EGARCH,0.4203920501181031,1.5015182833389097e-081517SPY,equity,22,ElasticNet-H,0.3943069969893654,1.5298821969148075e-081518SPY,equity,22,ElasticNet-X,0.404345471436723,1.8408548863251164e-081519SPY,equity,22,GARCH,0.3919897125054205,1.6168980963400654e-081520SPY,equity,22,GJR,0.39001328499326765,1.5438985119778223e-081521SPY,equity,22,HAR,0.44806482936925646,1.5725700352139897e-081522SPY,equity,22,HAR-CJ,0.4451986927215335,1.5939205142482304e-081523SPY,equity,22,HAR-J,0.43575327702686173,1.5859233290258036e-081524SPY,equity,22,HARQ,0.6503231003862846,1.619341594693914e-081525SPY,equity,22,LASSO-H,0.3933521112892119,1.5203699930045788e-081526SPY,equity,22,LASSO-X,0.3998727792221998,1.834540155810971e-081527SPY,equity,22,LSTM,0.4462769129386209,1.7542610993453337e-081528SPY,equity,22,LightGBM-H,0.5568101668061831,1.7448806065988092e-081529SPY,equity,22,LightGBM-X,0.5917488210252146,1.8434397789548112e-081530SPY,equity,22,LogHAR,0.39491814607544823,1.510409933655386e-081531SPY,equity,22,Pooled-LGBM,0.5170134069154111,2.260223749114067e-081532SPY,equity,22,RF-H,0.46197031600339045,1.671993687592861e-081533SPY,equity,22,RF-X,0.45727640599422964,1.6883293903351517e-081534SPY,equity,22,RealGARCH,0.3918156181645648,1.5217317990679218e-081535SPY,equity,22,Ridge-H,0.3941030653429019,1.530249791482755e-081536SPY,equity,22,Ridge-X,0.4065615053697905,1.8664528201889493e-081537SPY,equity,22,SHAR,0.44817896275405716,1.5713964490026076e-081538SPY,equity,22,Transformer,0.6270152715562578,1.8080878223169143e-081539SPY,equity,22,XGBoost-H,0.5793277633419003,1.7485456681873865e-081540SPY,equity,22,XGBoost-X,0.5658239008363536,1.7717670076903062e-081541TLT,equity,1,Comb-InvMSE,0.14389069943168362,4.248712919783998e-091542TLT,equity,1,Comb-Mean,0.1740658216497511,4.416776164452658e-091543TLT,equity,1,EGARCH,0.5229030410413555,2.7108537964137836e-081544TLT,equity,1,ElasticNet-H,0.1428779928670818,3.965083223738868e-091545TLT,equity,1,ElasticNet-X,0.13920118861723008,4.1022213755000935e-091546TLT,equity,1,GARCH,0.21595372557500342,4.682598125519329e-091547TLT,equity,1,GJR,0.22030416073891837,5.208899360733747e-091548TLT,equity,1,HAR,0.22919767801454236,3.89913761995281e-091549TLT,equity,1,HAR-CJ,0.2322455498150247,3.932332179702793e-091550TLT,equity,1,HAR-J,0.23318735376846345,3.89478872965212e-091551TLT,equity,1,HARQ,0.3588706182457819,4.437780934856929e-091552TLT,equity,1,LASSO-H,0.14363440748331185,3.9657221434217805e-091553TLT,equity,1,LASSO-X,0.1400294342008658,4.11128931864664e-091554TLT,equity,1,LSTM,0.3655628277479357,7.97808771957991e-091555TLT,equity,1,LightGBM-H,0.22590028818045033,6.405030010761658e-091556TLT,equity,1,LightGBM-X,0.20674411306444868,6.1257083708178284e-091557TLT,equity,1,LogHAR,0.14273058693209412,3.981406886781324e-091558TLT,equity,1,Pooled-LGBM,0.14581083349728843,3.4280231803489098e-091559TLT,equity,1,RF-H,0.19788154825352988,6.0739419809864505e-091560TLT,equity,1,RF-X,0.17962708670373934,6.02283085846739e-091561TLT,equity,1,RealGARCH,0.14164658513982414,3.727779791345749e-091562TLT,equity,1,Ridge-H,0.1426740024780584,3.960309204715875e-091563TLT,equity,1,Ridge-X,0.13897604189818183,4.1106833209717826e-091564TLT,equity,1,SHAR,0.390791583200509,4.139631679396278e-091565TLT,equity,1,Transformer,0.4798823611135132,7.518840752002888e-091566TLT,equity,1,XGBoost-H,0.20885887595219713,4.81303030541537e-091567TLT,equity,1,XGBoost-X,0.2016990060231172,5.940782557063785e-091568TLT,equity,5,Comb-InvMSE,0.1322126487101872,4.815145504293338e-091569TLT,equity,5,Comb-Mean,0.14954106816059073,4.862254784317748e-091570TLT,equity,5,EGARCH,0.3535224981466357,1.0216830825455738e-081571TLT,equity,5,ElasticNet-H,0.13578738581683814,4.862578817794929e-091572TLT,equity,5,ElasticNet-X,0.13615999226535752,5.109099326242066e-091573TLT,equity,5,GARCH,0.1804711283403469,4.3183607823119795e-091574TLT,equity,5,GJR,0.17691214860909926,4.360403702045972e-091575TLT,equity,5,HAR,0.20306014960511184,6.226284600290945e-091576TLT,equity,5,HAR-CJ,0.20469126805635032,6.353810565876525e-091577TLT,equity,5,HAR-J,0.20910592494353214,6.226922557715236e-091578TLT,equity,5,HARQ,0.48122938146537647,6.712186808194701e-091579TLT,equity,5,LASSO-H,0.1381498897785292,4.8639243628160035e-091580TLT,equity,5,LASSO-X,0.13611290612964438,4.716110656900892e-091581TLT,equity,5,LSTM,0.32213625351010955,5.54505519142663e-091582TLT,equity,5,LightGBM-H,0.23167293518588888,6.241002073979327e-091583TLT,equity,5,LightGBM-X,0.20741529715565826,6.197975108496241e-091584TLT,equity,5,LogHAR,0.13541559383965177,4.847056220103126e-091585TLT,equity,5,Pooled-LGBM,0.11988175048921422,3.5874214973922954e-091586TLT,equity,5,RF-H,0.19787290103340469,5.343267109947259e-091587TLT,equity,5,RF-X,0.18640082316804707,5.2358225746659446e-091588TLT,equity,5,RealGARCH,0.1133757929146249,3.4217630417795003e-091589TLT,equity,5,Ridge-H,0.13549335866639078,4.8649753417110295e-091590TLT,equity,5,Ridge-X,0.13594402198964692,5.135733873781329e-091591TLT,equity,5,SHAR,0.21331738580016013,6.259963944895913e-091592TLT,equity,5,Transformer,0.40521838525794834,5.736736997998984e-091593TLT,equity,5,XGBoost-H,0.2124096484760807,8.448235076438787e-091594TLT,equity,5,XGBoost-X,0.21338658294058463,6.855322894276614e-091595TLT,equity,22,Comb-InvMSE,0.21785489920149928,3.053153339437412e-091596TLT,equity,22,Comb-Mean,0.2290733073499798,3.0476794396498254e-091597TLT,equity,22,EGARCH,0.282194883239774,3.4823437702935873e-091598TLT,equity,22,ElasticNet-H,0.2245005238751097,3.012079646046268e-091599TLT,equity,22,ElasticNet-X,0.22824174738748507,3.037539527530322e-091600TLT,equity,22,GARCH,0.23925182345979967,3.0929088765335667e-091601TLT,equity,22,GJR,0.2121558596129898,3.012137939469802e-091602TLT,equity,22,HAR,0.2565590966000811,3.0712541874907947e-091603TLT,equity,22,HAR-CJ,0.2591928283566829,3.0736010153294237e-091604TLT,equity,22,HAR-J,0.2579971929310382,3.071316612107887e-091605TLT,equity,22,HARQ,0.36456871292070187,3.286084486182403e-091606TLT,equity,22,LASSO-H,0.22791484981515453,3.0163025663804575e-091607TLT,equity,22,LASSO-X,0.2289255766009092,3.013062333828645e-091608TLT,equity,22,LSTM,0.3530064482055848,3.397420097824567e-091609TLT,equity,22,LightGBM-H,0.27954837936826754,3.54146385080342e-091610TLT,equity,22,LightGBM-X,0.2815682206826744,3.393387392687478e-091611TLT,equity,22,LogHAR,0.22153029964043758,2.9828855291896587e-091612TLT,equity,22,Pooled-LGBM,0.23434716393715477,4.397676682607625e-091613TLT,equity,22,RF-H,0.26280108626178195,3.248235327150618e-091614TLT,equity,22,RF-X,0.2568205399170613,3.1852805308909873e-091615TLT,equity,22,RealGARCH,0.22800974412210337,2.943086546049876e-091616TLT,equity,22,Ridge-H,0.2241127768288268,3.012184995628734e-091617TLT,equity,22,Ridge-X,0.22889227860011357,3.05182591544351e-091618TLT,equity,22,SHAR,0.2577892642133988,3.077437669515598e-091619TLT,equity,22,Transformer,0.4215416168824069,3.561473008681493e-091620TLT,equity,22,XGBoost-H,0.26965397299380706,3.3433761180517607e-091621TLT,equity,22,XGBoost-X,0.2685031387501618,3.311875658366317e-091622USDCAD,fx,1,Comb-InvMSE,0.11421374969838918,1.8848265030883886e-101623USDCAD,fx,1,Comb-Mean,0.11770934394991255,1.9205837550499056e-101624USDCAD,fx,1,EGARCH,0.1566821987319398,2.954822049391038e-101625USDCAD,fx,1,ElasticNet-H,0.11927071769839395,2.003390621348447e-101626USDCAD,fx,1,ElasticNet-X,0.11042197972431131,1.830742114004654e-101627USDCAD,fx,1,GARCH,0.17782559561464426,2.6796555666722704e-101628USDCAD,fx,1,GJR,0.2137251758388256,2.8858579476813793e-101629USDCAD,fx,1,HAR,0.1217346405380761,1.9921592593672055e-101630USDCAD,fx,1,HAR-CJ,0.12360992053647964,2.0655927916439203e-101631USDCAD,fx,1,HAR-J,0.12126699071303029,1.9999563111205237e-101632USDCAD,fx,1,HARQ,0.12773785077304187,1.9399979335364223e-101633USDCAD,fx,1,LASSO-H,0.1197765947735606,2.0098455694399822e-101634USDCAD,fx,1,LASSO-X,0.11038402857585336,1.8202557043245282e-101635USDCAD,fx,1,LSTM,0.26878234429062237,3.4189830361123936e-101636USDCAD,fx,1,LightGBM-H,0.14742722517552004,2.410055157725662e-101637USDCAD,fx,1,LightGBM-X,0.13517243063805673,2.201891368971876e-101638USDCAD,fx,1,LogHAR,0.11912171673799368,2.0047779272244784e-101639USDCAD,fx,1,Pooled-LGBM,0.12255607398561075,2.1418903937074228e-101640USDCAD,fx,1,RF-H,0.1266006616592884,2.2213472874934238e-101641USDCAD,fx,1,RF-X,0.12061014524480983,2.175837519010459e-101642USDCAD,fx,1,RealGARCH,0.11962503381385114,1.9821231425226466e-101643USDCAD,fx,1,Ridge-H,0.11926416461741084,2.0042588445414971e-101644USDCAD,fx,1,Ridge-X,0.10998840098136067,1.7979745635019882e-101645USDCAD,fx,1,SHAR,0.12093710959307642,1.976921966881192e-101646USDCAD,fx,1,Transformer,0.2318344010798612,3.0649053442404303e-101647USDCAD,fx,1,XGBoost-H,0.13913933758407745,2.332030491048926e-101648USDCAD,fx,1,XGBoost-X,0.13097507800253808,2.0217419293737596e-101649USDCAD,fx,5,Comb-InvMSE,0.06875646508772101,9.964528024429594e-111650USDCAD,fx,5,Comb-Mean,0.07424878555237852,1.0602263334830764e-101651USDCAD,fx,5,EGARCH,0.09404570153549217,9.36892149466643e-111652USDCAD,fx,5,ElasticNet-H,0.07233574357093174,1.0655057246582463e-101653USDCAD,fx,5,ElasticNet-X,0.07219277631326468,1.029738803112692e-101654USDCAD,fx,5,GARCH,0.1248583820591165,1.5622918808015094e-101655USDCAD,fx,5,GJR,0.15951764561144782,1.7454685332804217e-101656USDCAD,fx,5,HAR,0.07566676242780922,1.0943322041571103e-101657USDCAD,fx,5,HAR-CJ,0.07654545013632418,1.1074512850163388e-101658USDCAD,fx,5,HAR-J,0.07555872006059333,1.0969049450378863e-101659USDCAD,fx,5,HARQ,0.07578901796236957,1.0433087627632297e-101660USDCAD,fx,5,LASSO-H,0.07303576556144602,1.073831665148031e-101661USDCAD,fx,5,LASSO-X,0.07171581592102522,1.0221824295991436e-101662USDCAD,fx,5,LSTM,0.20245199410075007,2.222386117895773e-101663USDCAD,fx,5,LightGBM-H,0.08982965673300604,1.3737569671408348e-101664USDCAD,fx,5,LightGBM-X,0.08453445754978726,1.2160034933681625e-101665USDCAD,fx,5,LogHAR,0.07219551521099006,1.0647843901728395e-101666USDCAD,fx,5,Pooled-LGBM,0.07260470170549849,1.3294934744437232e-101667USDCAD,fx,5,RF-H,0.07957004409623691,1.2274070768213088e-101668USDCAD,fx,5,RF-X,0.07777224373067299,1.200939897583352e-101669USDCAD,fx,5,RealGARCH,0.06953361925692769,9.963266868965059e-111670USDCAD,fx,5,Ridge-H,0.07227836062442637,1.065569287800107e-101671USDCAD,fx,5,Ridge-X,0.07122052075057637,1.0033229669954566e-101672USDCAD,fx,5,SHAR,0.07536084531313315,1.0897834434528125e-101673USDCAD,fx,5,Transformer,0.16278545434137184,1.8577085156270538e-101674USDCAD,fx,5,XGBoost-H,0.09123052689457212,1.420344256815856e-101675USDCAD,fx,5,XGBoost-X,0.08533277472260185,1.2596331960907284e-101676USDCAD,fx,22,Comb-InvMSE,0.08762747798654584,9.518039002197745e-111677USDCAD,fx,22,Comb-Mean,0.0940815625543886,9.962823441550109e-111678USDCAD,fx,22,EGARCH,0.10222442264327043,9.008676712432097e-111679USDCAD,fx,22,ElasticNet-H,0.0968311139555826,1.0088230718875397e-101680USDCAD,fx,22,ElasticNet-X,0.09998530804174463,1.0325765246898202e-101681USDCAD,fx,22,GARCH,0.13525231635427934,1.2335851540779834e-101682USDCAD,fx,22,GJR,0.15812896757147632,1.3466863455957736e-101683USDCAD,fx,22,HAR,0.09579143776671936,1.0279384971028723e-101684USDCAD,fx,22,HAR-CJ,0.0935361001136119,1.0193021391990415e-101685USDCAD,fx,22,HAR-J,0.09528702370202016,1.0251883295736123e-101686USDCAD,fx,22,HARQ,0.09590815630859428,1.015425956312295e-101687USDCAD,fx,22,LASSO-H,0.09794514318630458,1.0222488973354955e-101688USDCAD,fx,22,LASSO-X,0.10047294454430168,1.033752961089378e-101689USDCAD,fx,22,LSTM,0.16838834405973116,1.6659494211369488e-101690USDCAD,fx,22,LightGBM-H,0.11572986704476615,1.2361389303271873e-101691USDCAD,fx,22,LightGBM-X,0.11600940245900097,1.1721277419246248e-101692USDCAD,fx,22,LogHAR,0.09613353820630778,9.96007644646513e-111693USDCAD,fx,22,Pooled-LGBM,0.09736921183739682,1.4136899652295345e-101694USDCAD,fx,22,RF-H,0.10348456771692374,1.1086209197818059e-101695USDCAD,fx,22,RF-X,0.09975532330049725,1.038982164977756e-101696USDCAD,fx,22,RealGARCH,0.09492052351876028,9.48530428415324e-111697USDCAD,fx,22,Ridge-H,0.09674738098897943,1.0083982271928861e-101698USDCAD,fx,22,Ridge-X,0.10101220549758563,1.0230882023053512e-101699USDCAD,fx,22,SHAR,0.09583381186402956,1.0267176983933077e-101700USDCAD,fx,22,Transformer,0.18768154762175054,1.9353709591747068e-101701USDCAD,fx,22,XGBoost-H,0.11682590130789329,1.3990994154113773e-101702USDCAD,fx,22,XGBoost-X,0.11386898189459785,1.2012946831930757e-101703USDJPY,fx,1,Comb-InvMSE,0.2288937474574122,1.3336574516192492e-091704USDJPY,fx,1,Comb-Mean,0.26647667057506735,1.4879794764694265e-091705USDJPY,fx,1,EGARCH,0.33653911405319326,3.4664742072351037e-081706USDJPY,fx,1,ElasticNet-H,0.2296695124557654,1.3368973539924393e-091707USDJPY,fx,1,ElasticNet-X,0.22377157859392957,1.3283205530697152e-091708USDJPY,fx,1,GARCH,0.2774270338030147,1.4845955557289558e-091709USDJPY,fx,1,GJR,0.2766644416709036,1.479890688467677e-091710USDJPY,fx,1,HAR,0.27065401314012616,1.4198688896092732e-091711USDJPY,fx,1,HAR-CJ,0.2607324822412326,1.4063448873480348e-091712USDJPY,fx,1,HAR-J,0.3283746536744045,1.4422064292659026e-091713USDJPY,fx,1,HARQ,0.7444168248057016,1.4216333392408924e-091714USDJPY,fx,1,LASSO-H,0.23238816770677992,1.3388338101900822e-091715USDJPY,fx,1,LASSO-X,0.22740347266000588,1.3339418472992431e-091716USDJPY,fx,1,LSTM,0.5189915689533459,4.492830741049915e-081717USDJPY,fx,1,LightGBM-H,0.2739163964153102,1.461953417438624e-091718USDJPY,fx,1,LightGBM-X,0.2573035325123828,1.3948916939785642e-091719USDJPY,fx,1,LogHAR,0.228785764675838,1.3367700221142044e-091720USDJPY,fx,1,Pooled-LGBM,0.25381739805815595,1.4157654044504862e-091721USDJPY,fx,1,RF-H,0.2363074610523225,1.3746467378011355e-091722USDJPY,fx,1,RF-X,0.22808453340620186,1.3570811698541485e-091723USDJPY,fx,1,RealGARCH,0.23378257499604696,1.3229417913513808e-091724USDJPY,fx,1,Ridge-H,0.22931643351647577,1.337278388543145e-091725USDJPY,fx,1,Ridge-X,0.22281793798113353,1.3290546550989172e-091726USDJPY,fx,1,SHAR,0.2662779108130443,1.405009343224081e-091727USDJPY,fx,1,Transformer,0.4409816378355227,1.7743373484437433e-091728USDJPY,fx,1,XGBoost-H,0.262802835918794,1.4504539252008712e-091729USDJPY,fx,1,XGBoost-X,0.24855745623069972,1.3834056086834471e-091730USDJPY,fx,5,Comb-InvMSE,0.17284296593190607,5.564384328409995e-101731USDJPY,fx,5,Comb-Mean,0.19360959623602136,5.857277377864788e-101732USDJPY,fx,5,EGARCH,0.2500025816384014,3.779192314439516e-091733USDJPY,fx,5,ElasticNet-H,0.17352688897719715,5.653098830518882e-101734USDJPY,fx,5,ElasticNet-X,0.180923408625006,5.751866632629839e-101735USDJPY,fx,5,GARCH,0.2089411597843217,6.576219780380472e-101736USDJPY,fx,5,GJR,0.20853873396460698,6.517040189958068e-101737USDJPY,fx,5,HAR,0.2188435792876605,6.454668443389249e-101738USDJPY,fx,5,HAR-CJ,0.20852971638236228,6.430731069254541e-101739USDJPY,fx,5,HAR-J,0.22801267327656505,6.755224648831736e-101740USDJPY,fx,5,HARQ,0.24593424435205755,6.383644074965429e-101741USDJPY,fx,5,LASSO-H,0.1768541730415052,5.653850538428241e-101742USDJPY,fx,5,LASSO-X,0.18130723736476254,5.717860494828735e-101743USDJPY,fx,5,LSTM,0.39689557767512984,3.245795094467115e-091744USDJPY,fx,5,LightGBM-H,0.2218293603343493,7.082919440042564e-101745USDJPY,fx,5,LightGBM-X,0.2111698191302678,6.444890952040202e-101746USDJPY,fx,5,LogHAR,0.1719218359716723,5.622938314618888e-101747USDJPY,fx,5,Pooled-LGBM,0.17365085444696787,6.155266913836404e-101748USDJPY,fx,5,RF-H,0.17688578337398703,5.720109416778287e-101749USDJPY,fx,5,RF-X,0.16914426285621054,5.598916245067129e-101750USDJPY,fx,5,RealGARCH,0.1719214225317436,5.428362658411059e-101751USDJPY,fx,5,Ridge-H,0.17330697961776312,5.658186672089851e-101752USDJPY,fx,5,Ridge-X,0.180472254937815,5.735901711814131e-101753USDJPY,fx,5,SHAR,0.21322715152460944,6.307248604770753e-101754USDJPY,fx,5,Transformer,0.34355052343651304,8.512672281195654e-101755USDJPY,fx,5,XGBoost-H,0.21569517121288734,7.125822852585733e-101756USDJPY,fx,5,XGBoost-X,0.19987532064770314,6.416976475508165e-101757USDJPY,fx,22,Comb-InvMSE,0.18231026152148225,3.505676943206652e-101758USDJPY,fx,22,Comb-Mean,0.19402088680154345,3.6809595263104414e-101759USDJPY,fx,22,EGARCH,0.23763979097397772,7.499752039476144e-101760USDJPY,fx,22,ElasticNet-H,0.18701487235759195,3.668189781470567e-101761USDJPY,fx,22,ElasticNet-X,0.2040090953845108,4.085878744426693e-101762USDJPY,fx,22,GARCH,0.2124851718236121,4.257158327030957e-101763USDJPY,fx,22,GJR,0.2260090467867728,4.182338993982756e-101764USDJPY,fx,22,HAR,0.21257565832053033,4.0368968184364316e-101765USDJPY,fx,22,HAR-CJ,0.2057977844513638,3.9367272933739086e-101766USDJPY,fx,22,HAR-J,0.21639937958869293,4.0848505646198745e-101767USDJPY,fx,22,HARQ,0.21475488534817938,3.9895623637920447e-101768USDJPY,fx,22,LASSO-H,0.19141897733786206,3.7393674953666895e-101769USDJPY,fx,22,LASSO-X,0.20004495206153405,4.002128421804541e-101770USDJPY,fx,22,LSTM,0.3059660740977941,7.871739870776452e-101771USDJPY,fx,22,LightGBM-H,0.25866543361139166,4.643297186752041e-101772USDJPY,fx,22,LightGBM-X,0.24256085618557133,4.319525546346938e-101773USDJPY,fx,22,LogHAR,0.1884555413222954,3.652377668085485e-101774USDJPY,fx,22,Pooled-LGBM,0.2075353122318115,4.3272407177009146e-101775USDJPY,fx,22,RF-H,0.19889352297558316,3.7006037425003476e-101776USDJPY,fx,22,RF-X,0.19222524256557358,3.567521726866663e-101777USDJPY,fx,22,RealGARCH,0.19581298226259544,3.6974638060639183e-101778USDJPY,fx,22,Ridge-H,0.1870161045345486,3.6683407940644093e-101779USDJPY,fx,22,Ridge-X,0.2104354230558755,4.178210867333387e-101780USDJPY,fx,22,SHAR,0.21023617787873955,3.9978034099569333e-101781USDJPY,fx,22,Transformer,0.33864099129327546,6.800423721219438e-101782USDJPY,fx,22,XGBoost-H,0.24345162337775456,4.4252946529673803e-101783USDJPY,fx,22,XGBoost-X,0.2255452532461749,3.97261432143296e-101784XOM,equity,1,Comb-InvMSE,0.1042694292502056,5.559419300613948e-081785XOM,equity,1,Comb-Mean,0.10690372735793251,5.905869614045076e-081786XOM,equity,1,EGARCH,0.1796097950310697,8.270551819573245e-081787XOM,equity,1,ElasticNet-H,0.10796087405053835,6.165734279392213e-081788XOM,equity,1,ElasticNet-X,0.10028279793334949,5.131644401264632e-081789XOM,equity,1,GARCH,0.164654218032493,7.268237651685233e-081790XOM,equity,1,GJR,0.1696707122555228,6.471661849284934e-081791XOM,equity,1,HAR,0.11238732620131071,6.881336317619105e-081792XOM,equity,1,HAR-CJ,0.11636528446267481,7.522581227777614e-081793XOM,equity,1,HAR-J,0.11294797957487716,7.203399352718368e-081794XOM,equity,1,HARQ,0.24173494908245124,6.953240403110568e-081795XOM,equity,1,LASSO-H,0.10890340231081146,6.166493553598424e-081796XOM,equity,1,LASSO-X,0.10049458253263074,5.049948538480681e-081797XOM,equity,1,LSTM,0.27510856908981746,1.2908869968572626e-071798XOM,equity,1,LightGBM-H,0.15437188906963806,1.4788707061958162e-071799XOM,equity,1,LightGBM-X,0.13689482985845872,9.857043334939087e-081800XOM,equity,1,LogHAR,0.10791371262503692,6.187681938510272e-081801XOM,equity,1,Pooled-LGBM,0.11636197804216106,7.012444974024244e-081802XOM,equity,1,RF-H,0.1381668915950105,1.1504583668904417e-071803XOM,equity,1,RF-X,0.1186044197031906,9.974120226819893e-081804XOM,equity,1,RealGARCH,0.11046278644352261,6.663433601779268e-081805XOM,equity,1,Ridge-H,0.10791157539050114,6.159399903229752e-081806XOM,equity,1,Ridge-X,0.10039411918516465,4.8322937083103824e-081807XOM,equity,1,SHAR,0.12333342536616916,7.23192540425621e-081808XOM,equity,1,Transformer,0.4647852539533724,1.6046218652742006e-071809XOM,equity,1,XGBoost-H,0.13488491655921658,1.291003417111969e-071810XOM,equity,1,XGBoost-X,0.1279748191473882,8.922946267152533e-081811XOM,equity,5,Comb-InvMSE,0.10499254530260055,6.952342114551248e-081812XOM,equity,5,Comb-Mean,0.10919108975914332,7.059390447176953e-081813XOM,equity,5,EGARCH,0.1508449405854218,6.867906875543054e-081814XOM,equity,5,ElasticNet-H,0.11756003178969515,7.608563476532156e-081815XOM,equity,5,ElasticNet-X,0.10741293965808271,7.09928730510344e-081816XOM,equity,5,GARCH,0.14179215448954918,5.958407530824274e-081817XOM,equity,5,GJR,0.1452989801530824,5.5696661717601926e-081818XOM,equity,5,HAR,0.12632755181542699,8.01772858655732e-081819XOM,equity,5,HAR-CJ,0.12800115566065454,8.481436268890121e-081820XOM,equity,5,HAR-J,0.12650636793928374,8.183026106679957e-081821XOM,equity,5,HARQ,0.8000083949969956,8.959248110329034e-081822XOM,equity,5,LASSO-H,0.1186770487746956,7.607389105451439e-081823XOM,equity,5,LASSO-X,0.10894811706792239,7.101219424504683e-081824XOM,equity,5,LSTM,0.23882441375328994,1.0681170099268773e-071825XOM,equity,5,LightGBM-H,0.17372009333701907,1.1702639927904204e-071826XOM,equity,5,LightGBM-X,0.15826858010097286,8.485030206474501e-081827XOM,equity,5,LogHAR,0.11740666791354268,7.602115858579565e-081828XOM,equity,5,Pooled-LGBM,0.12070521626307405,7.260245028369236e-081829XOM,equity,5,RF-H,0.16865384737994993,1.0539695394444863e-071830XOM,equity,5,RF-X,0.15627609844075432,8.917288348438634e-081831XOM,equity,5,RealGARCH,0.10948474330789898,6.615383356384904e-081832XOM,equity,5,Ridge-H,0.1174876944575076,7.610304295435092e-081833XOM,equity,5,Ridge-X,0.10902576533558887,7.155155147246691e-081834XOM,equity,5,SHAR,0.12836223387057646,8.223360332787423e-081835XOM,equity,5,Transformer,0.38127822589220733,1.282389352628032e-071836XOM,equity,5,XGBoost-H,0.16480359898792815,1.414427755406241e-071837XOM,equity,5,XGBoost-X,0.1458311355589935,8.239215903820354e-081838XOM,equity,22,Comb-InvMSE,0.22380743731819894,8.295768585827091e-081839XOM,equity,22,Comb-Mean,0.23362456116737895,8.310522396542494e-081840XOM,equity,22,EGARCH,0.2165505839947906,7.93603781707587e-081841XOM,equity,22,ElasticNet-H,0.22713827319843388,8.18899248957551e-081842XOM,equity,22,ElasticNet-X,0.23221511089933192,8.125695126408798e-081843XOM,equity,22,GARCH,0.23173349146420813,8.461782976813222e-081844XOM,equity,22,GJR,0.21993775828118947,8.087400868006977e-081845XOM,equity,22,HAR,0.30656805354091893,7.968482123434088e-081846XOM,equity,22,HAR-CJ,0.34318721925359114,8.076386339844545e-081847XOM,equity,22,HAR-J,0.30674010732537565,7.98791632556702e-081848XOM,equity,22,HARQ,0.9079507473781683,9.808799097904295e-081849XOM,equity,22,LASSO-H,0.24170755743145877,8.566815346636308e-081850XOM,equity,22,LASSO-X,0.23239505793152127,8.11526526386858e-081851XOM,equity,22,LSTM,0.30228565465271545,9.327530198892208e-081852XOM,equity,22,LightGBM-H,0.33943433542482604,1.2477962244029616e-071853XOM,equity,22,LightGBM-X,0.37475315788084734,9.744250928112327e-081854XOM,equity,22,LogHAR,0.2211192851388995,7.946412316174926e-081855XOM,equity,22,Pooled-LGBM,0.29201807299358046,1.1125239444003786e-071856XOM,equity,22,RF-H,0.313648421739458,9.853868152593924e-081857XOM,equity,22,RF-X,0.3178367706577836,9.418833415691135e-081858XOM,equity,22,RealGARCH,0.2516437538386971,8.294561578422805e-081859XOM,equity,22,Ridge-H,0.22549508471836857,8.1555669890615e-081860XOM,equity,22,Ridge-X,0.2389933448597113,8.23766455247393e-081861XOM,equity,22,SHAR,0.3316751003770075,8.282127857536228e-081862XOM,equity,22,Transformer,0.5793756578661489,1.0578523837833004e-071863XOM,equity,22,XGBoost-H,0.33899866432351444,1.447125662196335e-071864XOM,equity,22,XGBoost-X,0.37963790550467813,9.743152275058706e-081865XRP,crypto,1,Comb-InvMSE,0.44678185447162866,0.0010371571934285621866XRP,crypto,1,Comb-Mean,0.521334181401448,0.00109328823648913691867XRP,crypto,1,EGARCH,0.9738422928819958,0.0130830430211218381868XRP,crypto,1,ElasticNet-H,0.4574112314587256,0.00107601495599090051869XRP,crypto,1,ElasticNet-X,0.4410266989911685,0.00106558358994715811870XRP,crypto,1,GARCH,0.8587621895875941,0.0024740920026851241871XRP,crypto,1,GJR,0.8710724787470996,0.00249335325203711621872XRP,crypto,1,HAR,0.6053911572642564,0.0010468170300790531873XRP,crypto,1,HAR-CJ,0.605611776906341,0.00105573641061319931874XRP,crypto,1,HAR-J,0.6074697564213064,0.001042114018334741875XRP,crypto,1,HARQ,0.6927373777643498,0.0011095653860269741876XRP,crypto,1,LASSO-H,0.4585211405384124,0.00107631247306320091877XRP,crypto,1,LASSO-X,0.44767719631652375,0.00107393069383383231878XRP,crypto,1,LSTM,0.5064391894574577,0.0013344066938970461879XRP,crypto,1,LightGBM-H,0.4780096363865496,0.00102565463768661381880XRP,crypto,1,LightGBM-X,0.4964493991441163,0.00109795084419367861881XRP,crypto,1,LogHAR,0.4680361714423252,0.00107289711455505031882XRP,crypto,1,Pooled-LGBM,0.4747858421294662,0.00103258889701768421883XRP,crypto,1,RF-H,0.46276139129280075,0.0010776017485137611884XRP,crypto,1,RF-X,0.4503161065741478,0.00107144010817746821885XRP,crypto,1,RealGARCH,0.4741492647685821,0.00106996638136685071886XRP,crypto,1,Ridge-H,0.45718619753362844,0.0010764081879797581887XRP,crypto,1,Ridge-X,0.4387770986974731,0.00106797077997892051888XRP,crypto,1,SHAR,0.7118290991910412,0.00106601027528414881889XRP,crypto,1,Transformer,0.7738466155871595,0.00143887094395762111890XRP,crypto,1,XGBoost-H,0.49062836115166647,0.00099436565978111161891XRP,crypto,1,XGBoost-X,0.4544771419386172,0.00107256341418043941892XRP,crypto,5,Comb-InvMSE,0.4117561220937201,0.000465293647145513641893XRP,crypto,5,Comb-Mean,0.5226102538848562,0.00049493476788993761894XRP,crypto,5,EGARCH,0.9341335614705235,0.00229390292955211841895XRP,crypto,5,ElasticNet-H,0.43811406565082167,0.00052899695772118371896XRP,crypto,5,ElasticNet-X,0.4424244090131132,0.00052647306287992771897XRP,crypto,5,GARCH,0.852212525232096,0.00170305859492158021898XRP,crypto,5,GJR,0.8562262354666834,0.0016858643243032021899XRP,crypto,5,HAR,0.6314529186135592,0.00051217385156553871900XRP,crypto,5,HAR-CJ,0.6354827036607197,0.00051713154357962991901XRP,crypto,5,HAR-J,0.6324158666641381,0.00051447113742638961902XRP,crypto,5,HARQ,0.5935447714573933,0.00050213323413972641903XRP,crypto,5,LASSO-H,0.4409703562271481,0.00052921775967358731904XRP,crypto,5,LASSO-X,0.4487914752752617,0.00052503569551227511905XRP,crypto,5,LSTM,0.4511816575221986,0.00063610701458824851906XRP,crypto,5,LightGBM-H,0.5399050482935277,0.000478202646417161661907XRP,crypto,5,LightGBM-X,0.5900287159929911,0.00050357202936146451908XRP,crypto,5,LogHAR,0.4416857094251096,0.00051970690858112271909XRP,crypto,5,Pooled-LGBM,0.5605259663089559,0.00051400837790948531910XRP,crypto,5,RF-H,0.45554640409567854,0.00043013707183941761911XRP,crypto,5,RF-X,0.4848514857382657,0.000465687915625712461912XRP,crypto,5,RealGARCH,0.46165594338695737,0.00050461910389070791913XRP,crypto,5,Ridge-H,0.4379230094818421,0.00052655773298164011914XRP,crypto,5,Ridge-X,0.443359991710121,0.00052656529027588361915XRP,crypto,5,SHAR,0.6337928017006081,0.00051547526998689451916XRP,crypto,5,Transformer,0.6508248660074739,0.0006624236701677841917XRP,crypto,5,XGBoost-H,0.5186169239294839,0.00047127319200899631918XRP,crypto,5,XGBoost-X,0.529869105737897,0.00047021211846605331919XRP,crypto,22,Comb-InvMSE,0.3542898230652539,0.000214718739497147541920XRP,crypto,22,Comb-Mean,0.5136881607902675,0.000242890851246579931921XRP,crypto,22,EGARCH,0.9372216736744948,0.00088715344850720171922XRP,crypto,22,ElasticNet-H,0.37610217793791234,0.000237867944263212851923XRP,crypto,22,ElasticNet-X,0.3950094865842907,0.0002929582354642111924XRP,crypto,22,GARCH,0.939572466419629,0.00101252507930871281925XRP,crypto,22,GJR,0.923883580662781,0.00098745053913746271926XRP,crypto,22,HAR,0.6210109987962381,0.000279203804909674671927XRP,crypto,22,HAR-CJ,0.6269473050942831,0.000274202905950679471928XRP,crypto,22,HAR-J,0.6204643063276385,0.000274626801949488141929XRP,crypto,22,HARQ,0.650686984499445,0.000288427146086985451930XRP,crypto,22,LASSO-H,0.3776478518133362,0.000237792600890324631931XRP,crypto,22,LASSO-X,0.4124254073985036,0.00029508252685817071932XRP,crypto,22,LSTM,0.41173109417949716,0.00031285523152887561933XRP,crypto,22,LightGBM-H,0.4762697140385484,0.000279215265199020651934XRP,crypto,22,LightGBM-X,0.5074071348140068,0.000233097960361031971935XRP,crypto,22,LogHAR,0.3710789968505241,0.000234885708145923681936XRP,crypto,22,Pooled-LGBM,0.4605070930583876,0.00024500013361667011937XRP,crypto,22,RF-H,0.3973475799517333,0.000215898709671877371938XRP,crypto,22,RF-X,0.39397861883628554,0.00022259507135312881939XRP,crypto,22,RealGARCH,0.4425949872159376,0.00025767019748491111940XRP,crypto,22,Ridge-H,0.3759944959120159,0.000237686036823001081941XRP,crypto,22,Ridge-X,0.3958520196928694,0.00029585297916930371942XRP,crypto,22,SHAR,0.6147423085077054,0.00027925311307737671943XRP,crypto,22,Transformer,0.4744876520682004,0.000379323601097953031944XRP,crypto,22,XGBoost-H,0.4579497355173369,0.00025080448200537441945XRP,crypto,22,XGBoost-X,0.4773824091077172,0.000233275476175033151946ZN,futures,1,Comb-InvMSE,0.1258500139709612,1.48042409711066e-101947ZN,futures,1,Comb-Mean,0.1334049513541844,1.5268165191451976e-101948ZN,futures,1,EGARCH,0.3000870413953074,1.4204053501451469e-091949ZN,futures,1,ElasticNet-H,0.12956287656213722,1.5043434613415508e-101950ZN,futures,1,ElasticNet-X,0.11855928392743735,1.3039791751252565e-101951ZN,futures,1,GARCH,0.17115918504535396,1.9133483747646864e-101952ZN,futures,1,GJR,0.17804619184742082,1.920013279545104e-101953ZN,futures,1,HAR,0.14070281830011555,1.4817614802370648e-101954ZN,futures,1,HAR-CJ,0.13388505912013185,1.4246193720382932e-101955ZN,futures,1,HAR-J,0.13447339431045238,1.4238222845829895e-101956ZN,futures,1,HARQ,0.15816710131806488,1.4224917224662006e-101957ZN,futures,1,LASSO-H,0.13203444740317263,1.526162443269143e-101958ZN,futures,1,LASSO-X,0.11846346555662841,1.303543747626197e-101959ZN,futures,1,LSTM,0.32800888786008037,2.640472964757181e-101960ZN,futures,1,LightGBM-H,0.1682262688694516,1.812886081818008e-101961ZN,futures,1,LightGBM-X,0.15151924817059934,1.8518793269514998e-101962ZN,futures,1,LogHAR,0.12907512495471585,1.5063362069100124e-101963ZN,futures,1,Pooled-LGBM,0.13049244762401527,1.5084168860182354e-101964ZN,futures,1,RF-H,0.1489702320467688,1.8016335733742087e-101965ZN,futures,1,RF-X,0.13856155594225694,1.7361976428103155e-101966ZN,futures,1,RealGARCH,0.13004319167318004,1.5004658448673748e-101967ZN,futures,1,Ridge-H,0.12935057890988716,1.5024184033749739e-101968ZN,futures,1,Ridge-X,0.11858891243211464,1.302923249309948e-101969ZN,futures,1,SHAR,0.14640585499580136,1.5004915256604687e-101970ZN,futures,1,Transformer,0.3461869274889248,2.6864294859485994e-101971ZN,futures,1,XGBoost-H,0.15235601720094796,1.7827548064801927e-101972ZN,futures,1,XGBoost-X,0.1390608267906846,1.7405938046417956e-101973ZN,futures,5,Comb-InvMSE,0.09526815311683237,9.976425280040987e-111974ZN,futures,5,Comb-Mean,0.1009943291951825,1.023408479020662e-101975ZN,futures,5,EGARCH,0.19860553276905046,8.450659108561095e-101976ZN,futures,5,ElasticNet-H,0.09762571614735421,1.0310521472072457e-101977ZN,futures,5,ElasticNet-X,0.09279532724161381,9.58692075721396e-111978ZN,futures,5,GARCH,0.13257722824611015,1.244270935662905e-101979ZN,futures,5,GJR,0.13570867416731852,1.236469783639437e-101980ZN,futures,5,HAR,0.11036127988727495,1.086223459812024e-101981ZN,futures,5,HAR-CJ,0.10657841321572102,1.0263493777466931e-101982ZN,futures,5,HAR-J,0.10672494557005911,1.031284859068144e-101983ZN,futures,5,HARQ,0.11394236802823704,1.0143926609626182e-101984ZN,futures,5,LASSO-H,0.10252009436203113,1.0552802451414756e-101985ZN,futures,5,LASSO-X,0.09253712817131858,9.566548132095837e-111986ZN,futures,5,LSTM,0.26482716230471864,1.7910245891117663e-101987ZN,futures,5,LightGBM-H,0.1312713761505777,1.3013601004813187e-101988ZN,futures,5,LightGBM-X,0.12555197976575821,1.1977729191442544e-101989ZN,futures,5,LogHAR,0.09690471159784939,1.0284204783527336e-101990ZN,futures,5,Pooled-LGBM,0.10121871133212626,1.08015431096419e-101991ZN,futures,5,RF-H,0.11243882394314153,1.1483665725966081e-101992ZN,futures,5,RF-X,0.10751722625626946,1.099831552501394e-101993ZN,futures,5,RealGARCH,0.09761258885278978,1.024837972871399e-101994ZN,futures,5,Ridge-H,0.09707833080155896,1.028833054264564e-101995ZN,futures,5,Ridge-X,0.09191508273217464,9.528570852743427e-111996ZN,futures,5,SHAR,0.11132219104879557,1.0935155458122997e-101997ZN,futures,5,Transformer,0.2844975912439045,1.8351780414269173e-101998ZN,futures,5,XGBoost-H,0.12119762947522604,1.1907478342246578e-101999ZN,futures,5,XGBoost-X,0.1178556402845275,1.1506124527038513e-102000ZN,futures,22,Comb-InvMSE,0.10933967983485961,6.9019450801219e-112001ZN,futures,22,Comb-Mean,0.11651253096260977,7.186676640067815e-112002ZN,futures,22,EGARCH,0.15260600457580653,1.6778192032177808e-102003ZN,futures,22,ElasticNet-H,0.11104843150129957,7.392933342799238e-112004ZN,futures,22,ElasticNet-X,0.11569175816386122,7.859764925893313e-112005ZN,futures,22,GARCH,0.13808304140758967,8.600836743998877e-112006ZN,futures,22,GJR,0.14066226515319374,8.600827408825279e-112007ZN,futures,22,HAR,0.128989845617734,8.009079590302658e-112008ZN,futures,22,HAR-CJ,0.1288806871705728,7.954111547751633e-112009ZN,futures,22,HAR-J,0.12816544337492908,7.926946142304284e-112010ZN,futures,22,HARQ,0.1362161708611063,7.799780649028674e-112011ZN,futures,22,LASSO-H,0.11845286879568502,7.724148798122162e-112012ZN,futures,22,LASSO-X,0.11927654305558831,7.543599815633128e-112013ZN,futures,22,LSTM,0.23045094458745607,1.1534438698054888e-102014ZN,futures,22,LightGBM-H,0.14467830063208348,8.632390200791022e-112015ZN,futures,22,LightGBM-X,0.13879538293230917,7.950116945787354e-112016ZN,futures,22,LogHAR,0.11076317552647083,7.38073616213183e-112017ZN,futures,22,Pooled-LGBM,0.11917888656550217,8.794881699941446e-112018ZN,futures,22,RF-H,0.11650663420760689,7.056703954154585e-112019ZN,futures,22,RF-X,0.11724863996540229,6.97558005596017e-112020ZN,futures,22,RealGARCH,0.12364484679722643,7.736868914209413e-112021ZN,futures,22,Ridge-H,0.11011660525661598,7.355249027151746e-112022ZN,futures,22,Ridge-X,0.11297928323885469,7.73337836431812e-112023ZN,futures,22,SHAR,0.12879662405993564,7.991636065335061e-112024ZN,futures,22,Transformer,0.25383718180975967,1.2344359895726499e-102025ZN,futures,22,XGBoost-H,0.13251574020983206,7.785196081979034e-112026ZN,futures,22,XGBoost-X,0.12586252970158796,7.383174848429527e-112027
Files main
Menu

Theme