spb/wp12_uqo

1ticker,cls,model,utility_gain_bps2AAPL,equity,Comb-InvMSE,19.208597170825953AAPL,equity,Comb-Mean,28.3229785254092444AAPL,equity,EGARCH,24.8163660244045235AAPL,equity,GARCH,3.2125802599186416AAPL,equity,GJR,45.7552116340537657AAPL,equity,HAR-CJ,4.07473517274869858AAPL,equity,HARQ,28.8687255624380839AAPL,equity,LASSO-X,17.7135626781486410AAPL,equity,LSTM,-80.9601553346305711AAPL,equity,LightGBM-X,-59.6104050511404912AAPL,equity,LogHAR,36.4313265460411413AAPL,equity,Pooled-LGBM,33.7522593285833314AAPL,equity,RF-X,24.27835334518818715AAPL,equity,RealGARCH,21.5643161765180516AAPL,equity,Ridge-X,18.0812294133424217AAPL,equity,SHAR,-72.8152556528504518AAPL,equity,Transformer,-3.634709235355720719AAPL,equity,XGBoost-X,24.39249765741370320ADA,crypto,Comb-InvMSE,-175.7981368899441521ADA,crypto,Comb-Mean,-58.84395555559131522ADA,crypto,EGARCH,44.065223611170123ADA,crypto,GARCH,32.5656020156545324ADA,crypto,GJR,50.0958412030753225ADA,crypto,HAR-CJ,15.28555510088067326ADA,crypto,HARQ,-430.7148972678375627ADA,crypto,LASSO-X,-224.348054521943528ADA,crypto,LSTM,-57.3272998690287529ADA,crypto,LightGBM-X,-382.1676979972862730ADA,crypto,LogHAR,-211.6928232926304431ADA,crypto,Pooled-LGBM,-396.1558403961342432ADA,crypto,RF-X,-259.2885995721984533ADA,crypto,RealGARCH,-145.3881717048888334ADA,crypto,Ridge-X,-245.852354121692135ADA,crypto,SHAR,-46.38914415998621636ADA,crypto,Transformer,20.62663926337664237ADA,crypto,XGBoost-X,-342.4018534412548438AUDUSD,fx,Comb-InvMSE,18.7391816505723839AUDUSD,fx,Comb-Mean,10.03705076585223740AUDUSD,fx,EGARCH,-73.5622981893750341AUDUSD,fx,GARCH,-9.7317762128438442AUDUSD,fx,GJR,-21.38711179482169243AUDUSD,fx,HAR-CJ,8.14494862562347844AUDUSD,fx,HARQ,17.8336703750004245AUDUSD,fx,LASSO-X,-23.0224363201626246AUDUSD,fx,LSTM,167.6483595453198647AUDUSD,fx,LightGBM-X,-134.1101066814665648AUDUSD,fx,LogHAR,-17.67632936016427849AUDUSD,fx,Pooled-LGBM,-59.5134967484574150AUDUSD,fx,RF-X,-51.00369832879347651AUDUSD,fx,RealGARCH,11.84596254153493452AUDUSD,fx,Ridge-X,-23.3621918521993253AUDUSD,fx,SHAR,-51.9919054398343354AUDUSD,fx,Transformer,124.3395026703485855AUDUSD,fx,XGBoost-X,-84.0861296108377756BTC,crypto,Comb-InvMSE,75.098566604192957BTC,crypto,Comb-Mean,58.8774304242136558BTC,crypto,EGARCH,102.2444619907410659BTC,crypto,GARCH,99.837575030552160BTC,crypto,GJR,109.857335984630161BTC,crypto,HAR-CJ,65.7103958558812962BTC,crypto,HARQ,105.3967729236752963BTC,crypto,LASSO-X,58.329200533799664BTC,crypto,LSTM,144.715128208575265BTC,crypto,LightGBM-X,46.8957982543998366BTC,crypto,LogHAR,75.027387801696567BTC,crypto,Pooled-LGBM,86.1514767085267768BTC,crypto,RF-X,90.7138642937055469BTC,crypto,RealGARCH,87.789843394770170BTC,crypto,Ridge-X,51.2103936021852971BTC,crypto,SHAR,52.2361535596974172BTC,crypto,Transformer,141.801688655484573BTC,crypto,XGBoost-X,20.77477375038136774CL,futures,Comb-InvMSE,-3.98459439994326775CL,futures,Comb-Mean,-6.56934257436657976CL,futures,EGARCH,-48.56416393533573577CL,futures,GARCH,-9.02898999492734978CL,futures,GJR,1.013119553605838279CL,futures,HAR-CJ,11.05504357653747380CL,futures,HARQ,140.5771289754428681CL,futures,LASSO-X,8.98934823240060282CL,futures,LSTM,98.9527707242737383CL,futures,LightGBM-X,0.983306382573152184CL,futures,LogHAR,-28.12268911470826585CL,futures,Pooled-LGBM,-45.3578424931771986CL,futures,RF-X,-69.5987404555379287CL,futures,RealGARCH,-28.92684931072834388CL,futures,Ridge-X,12.97709125721611889CL,futures,SHAR,1.120738372869017290CL,futures,Transformer,-251.520538700480991CL,futures,XGBoost-X,-0.809954961024599492ES,futures,Comb-InvMSE,15.742610905461293ES,futures,Comb-Mean,12.3299188948570994ES,futures,EGARCH,67.6474857192904495ES,futures,GARCH,52.11139069276893696ES,futures,GJR,80.9735472969973297ES,futures,HAR-CJ,-9.6462480694420798ES,futures,HARQ,-197.3000053417857599ES,futures,LASSO-X,-23.477782939886083100ES,futures,LSTM,132.61088903472935101ES,futures,LightGBM-X,9.588477696387248102ES,futures,LogHAR,-89.49608479434458103ES,futures,Pooled-LGBM,63.72786335289364104ES,futures,RF-X,-46.521742461287765105ES,futures,RealGARCH,-80.9471899524718106ES,futures,Ridge-X,-18.941305186424614107ES,futures,SHAR,-51.14764956893858108ES,futures,Transformer,42.344826451526934109ES,futures,XGBoost-X,4.371576730974157110ETH,crypto,Comb-InvMSE,-23.013536542636505111ETH,crypto,Comb-Mean,28.685556746093827112ETH,crypto,EGARCH,120.03495188137914113ETH,crypto,GARCH,97.34658743793662114ETH,crypto,GJR,81.41373749283744115ETH,crypto,HAR-CJ,1.3861517711419524116ETH,crypto,HARQ,-4.009065564636098117ETH,crypto,LASSO-X,-64.47200223788337118ETH,crypto,LSTM,59.43884598558281119ETH,crypto,LightGBM-X,-60.43355993091236120ETH,crypto,LogHAR,-64.55721863593402121ETH,crypto,Pooled-LGBM,-86.65480150896657122ETH,crypto,RF-X,-56.790398003232895123ETH,crypto,RealGARCH,-68.24671180156612124ETH,crypto,Ridge-X,-70.9847779640616125ETH,crypto,SHAR,0.059166570226823964126ETH,crypto,Transformer,35.88764915992752127ETH,crypto,XGBoost-X,-46.97850707075034128EURUSD,fx,Comb-InvMSE,13.34949799073124129EURUSD,fx,Comb-Mean,46.01349776881433130EURUSD,fx,EGARCH,65.30014972453912131EURUSD,fx,GARCH,70.66393559772087132EURUSD,fx,GJR,72.6873947525932133EURUSD,fx,HAR-CJ,-5.02803075534329134EURUSD,fx,HARQ,-19.541345637656118135EURUSD,fx,LASSO-X,-46.979176345002564136EURUSD,fx,LSTM,139.0122877898578137EURUSD,fx,LightGBM-X,-133.27616125151434138EURUSD,fx,LogHAR,-15.7665286842875139EURUSD,fx,Pooled-LGBM,-129.37007397604626140EURUSD,fx,RF-X,-63.65833629129622141EURUSD,fx,RealGARCH,5.57454828691907142EURUSD,fx,Ridge-X,-52.907561502896904143EURUSD,fx,SHAR,7.9374969584226145144EURUSD,fx,Transformer,112.48608329311958145EURUSD,fx,XGBoost-X,-110.61442899849352146GBPUSD,fx,Comb-InvMSE,11.588668166690056147GBPUSD,fx,Comb-Mean,12.730677264981239148GBPUSD,fx,EGARCH,-36.68033866660708149GBPUSD,fx,GARCH,13.540980712155486150GBPUSD,fx,GJR,-5.096760173647882151GBPUSD,fx,HAR-CJ,-19.86437092011897152GBPUSD,fx,HARQ,-50.786909225520006153GBPUSD,fx,LASSO-X,-28.76270182749197154GBPUSD,fx,LSTM,123.75045461130034155GBPUSD,fx,LightGBM-X,-91.57881359110257156GBPUSD,fx,LogHAR,-14.65345123459705157GBPUSD,fx,Pooled-LGBM,-117.80938219167989158GBPUSD,fx,RF-X,-15.69015506441215159GBPUSD,fx,RealGARCH,21.31424838009548160GBPUSD,fx,Ridge-X,-38.953867702760476161GBPUSD,fx,SHAR,-32.12830602746475162GBPUSD,fx,Transformer,137.8131845904777163GBPUSD,fx,XGBoost-X,-44.821628726944446164GC,futures,Comb-InvMSE,4.3951251360199945165GC,futures,Comb-Mean,4.741462622867402166GC,futures,EGARCH,-22.58790432568467167GC,futures,GARCH,2.6546550307172034168GC,futures,GJR,-29.114255132181714169GC,futures,HAR-CJ,-1.4092875907608098170GC,futures,HARQ,-32.25750774479187171GC,futures,LASSO-X,1.4179612937515882172GC,futures,LSTM,-64.01490074230232173GC,futures,LightGBM-X,-120.91925158119119174GC,futures,LogHAR,28.698429784137797175GC,futures,Pooled-LGBM,-27.701977590853176GC,futures,RF-X,-6.724547873994118177GC,futures,RealGARCH,41.24544026677111178GC,futures,Ridge-X,2.346181117029325179GC,futures,SHAR,3.105971772214809180GC,futures,Transformer,-18.413836461260185181GC,futures,XGBoost-X,-101.53928218483061182GLD,equity,Comb-InvMSE,27.138844193808954183GLD,equity,Comb-Mean,15.31213850198528184GLD,equity,EGARCH,-134.42418289806835185GLD,equity,GARCH,-23.04281911179609186GLD,equity,GJR,-46.86328644129196187GLD,equity,HAR-CJ,-41.569876518624596188GLD,equity,HARQ,-564.2472796529943189GLD,equity,LASSO-X,25.940314215048712190GLD,equity,LSTM,-110.12068129016338191GLD,equity,LightGBM-X,-182.25770028145405192GLD,equity,LogHAR,20.29443284608498193GLD,equity,Pooled-LGBM,-134.96224726057298194GLD,equity,RF-X,-7.533770087458306195GLD,equity,RealGARCH,57.43788451966966196GLD,equity,Ridge-X,1.4728001769844001197GLD,equity,SHAR,-10.21193686533831198GLD,equity,Transformer,-80.34959238087356199GLD,equity,XGBoost-X,-167.55042623238907200IWM,equity,Comb-InvMSE,50.13892162295218201IWM,equity,Comb-Mean,51.140972672771255202IWM,equity,EGARCH,55.70125199221119203IWM,equity,GARCH,80.51731429072711204IWM,equity,GJR,82.30600977455592205IWM,equity,HAR-CJ,-25.736143208009278206IWM,equity,HARQ,-40.14795718471566207IWM,equity,LASSO-X,5.408685240620423208IWM,equity,LSTM,267.5067008748652209IWM,equity,LightGBM-X,-47.006143178538004210IWM,equity,LogHAR,6.610085572526813211IWM,equity,Pooled-LGBM,47.41934792269919212IWM,equity,RF-X,-23.53398764855872213IWM,equity,RealGARCH,28.78947657683064214IWM,equity,Ridge-X,-18.507687316995355215IWM,equity,SHAR,-50.89157950705625216IWM,equity,Transformer,-14.594337881481326217IWM,equity,XGBoost-X,-10.82648782179474218JPM,equity,Comb-InvMSE,-1.3151591270115057219JPM,equity,Comb-Mean,0.22740665043064173220JPM,equity,EGARCH,-57.80962710116473221JPM,equity,GARCH,-41.52924984295881222JPM,equity,GJR,-53.03233301649145223JPM,equity,HAR-CJ,-26.052945375398064224JPM,equity,HARQ,28.4206452621376225JPM,equity,LASSO-X,41.87172467061826226JPM,equity,LSTM,26.944320464762317227JPM,equity,LightGBM-X,-36.075951867929064228JPM,equity,LogHAR,-10.443785244774254229JPM,equity,Pooled-LGBM,84.04329291210695230JPM,equity,RF-X,-27.429674257641587231JPM,equity,RealGARCH,30.433896433886524232JPM,equity,Ridge-X,33.50197490545108233JPM,equity,SHAR,-46.2387396313445234JPM,equity,Transformer,-125.71087237975487235JPM,equity,XGBoost-X,-30.81594643727682236MSFT,equity,Comb-InvMSE,12.555436701538063237MSFT,equity,Comb-Mean,53.901018375046554238MSFT,equity,EGARCH,-0.8875418938153099239MSFT,equity,GARCH,-24.393121404207193240MSFT,equity,GJR,-110.62807890801896241MSFT,equity,HAR-CJ,-18.373673054293253242MSFT,equity,HARQ,92.47949340952987243MSFT,equity,LASSO-X,-20.515323707549225244MSFT,equity,LSTM,-32.00159712087173245MSFT,equity,LightGBM-X,-125.1665069034557246MSFT,equity,LogHAR,44.416301247816996247MSFT,equity,Pooled-LGBM,-4.163992800147974248MSFT,equity,RF-X,29.87350753585618249MSFT,equity,RealGARCH,36.99387435593716250MSFT,equity,Ridge-X,-31.222782789710724251MSFT,equity,SHAR,-103.77862031930852252MSFT,equity,Transformer,-69.50648553244005253MSFT,equity,XGBoost-X,-50.746958322462254NQ,futures,Comb-InvMSE,-1.0245844499865493255NQ,futures,Comb-Mean,-9.40282026720685256NQ,futures,EGARCH,-63.016072700657226257NQ,futures,GARCH,-7.49645854251826258NQ,futures,GJR,-9.572527398128074259NQ,futures,HAR-CJ,8.46676617980239260NQ,futures,HARQ,-27.32559672538679261NQ,futures,LASSO-X,-64.73075579299126262NQ,futures,LSTM,39.79644957050843263NQ,futures,LightGBM-X,-36.93357525424968264NQ,futures,LogHAR,-24.56444555673674265NQ,futures,Pooled-LGBM,-15.610517089423697266NQ,futures,RF-X,-20.867093424068848267NQ,futures,RealGARCH,-22.26185704031233268NQ,futures,Ridge-X,-54.53107048423265269NQ,futures,SHAR,-84.35223540329595270NQ,futures,Transformer,-26.32510875250944271NQ,futures,XGBoost-X,9.894877934569159272NVDA,equity,Comb-InvMSE,12.550979335697106273NVDA,equity,Comb-Mean,-1.795550859058988274NVDA,equity,EGARCH,-110.67717286851907275NVDA,equity,GARCH,-120.70909105674436276NVDA,equity,GJR,-145.21874230165872277NVDA,equity,HAR-CJ,-13.448410303771654278NVDA,equity,HARQ,57.86742508670526279NVDA,equity,LASSO-X,-7.778610451019872280NVDA,equity,LSTM,-136.05328223306364281NVDA,equity,LightGBM-X,16.617378231487443282NVDA,equity,LogHAR,43.61363651133321283NVDA,equity,Pooled-LGBM,-68.37373969880623284NVDA,equity,RF-X,22.69011463307821285NVDA,equity,RealGARCH,28.17897975360694286NVDA,equity,Ridge-X,-4.633267161384736287NVDA,equity,SHAR,-8.52603975637365288NVDA,equity,Transformer,-102.0832880534288289NVDA,equity,XGBoost-X,-26.133569562363416290QQQ,equity,Comb-InvMSE,19.241888975683825291QQQ,equity,Comb-Mean,28.78974213017505292QQQ,equity,EGARCH,-84.04353974933544293QQQ,equity,GARCH,9.973456258956752294QQQ,equity,GJR,0.7498773686491792295QQQ,equity,HAR-CJ,1.8820271967237654296QQQ,equity,HARQ,-47.571316562428215297QQQ,equity,LASSO-X,-5.52989456025711298QQQ,equity,LSTM,-5.917010328785823299QQQ,equity,LightGBM-X,-68.63275382221681300QQQ,equity,LogHAR,35.97827065674283301QQQ,equity,Pooled-LGBM,66.98255281564718302QQQ,equity,RF-X,11.587657168817488303QQQ,equity,RealGARCH,69.485831492579304QQQ,equity,Ridge-X,-23.89775524564852305QQQ,equity,SHAR,-40.883976055757834306QQQ,equity,Transformer,-91.60093962521427307QQQ,equity,XGBoost-X,-22.661631320569242308SOL,crypto,Comb-InvMSE,-71.94475058744162309SOL,crypto,Comb-Mean,-50.47844193452923310SOL,crypto,EGARCH,33.20036053218112311SOL,crypto,GARCH,61.66535947096493312SOL,crypto,GJR,61.762678885352706313SOL,crypto,HAR-CJ,-17.254449322968892314SOL,crypto,HARQ,-64.85662462502088315SOL,crypto,LASSO-X,-122.67837548830174316SOL,crypto,LSTM,48.462629095595645317SOL,crypto,LightGBM-X,-132.72948266552305318SOL,crypto,LogHAR,-122.45481641427286319SOL,crypto,Pooled-LGBM,-180.93797786203723320SOL,crypto,RF-X,-117.13147325427468321SOL,crypto,RealGARCH,-147.40307248023677322SOL,crypto,Ridge-X,-127.08509921145583323SOL,crypto,SHAR,-26.643532423402185324SOL,crypto,Transformer,-14.201802939942182325SOL,crypto,XGBoost-X,-137.10370556318264326SPY,equity,Comb-InvMSE,18.891054752101823327SPY,equity,Comb-Mean,14.579496855077227328SPY,equity,EGARCH,-1.854368098859339329SPY,equity,GARCH,0.8869898083268125330SPY,equity,GJR,6.759607277657051331SPY,equity,HAR-CJ,66.16884465553319332SPY,equity,HARQ,-271.1364687742677333SPY,equity,LASSO-X,-15.872677279664577334SPY,equity,LSTM,74.29388146649167335SPY,equity,LightGBM-X,-67.6023583046374336SPY,equity,LogHAR,-43.91466597537952337SPY,equity,Pooled-LGBM,73.70105427046275338SPY,equity,RF-X,-63.0838468044588339SPY,equity,RealGARCH,17.18943642642305340SPY,equity,Ridge-X,-13.61921522366521341SPY,equity,SHAR,-127.5352065617287342SPY,equity,Transformer,-180.4136862468657343SPY,equity,XGBoost-X,-36.19590567759291344TLT,equity,Comb-InvMSE,-38.62851575361023345TLT,equity,Comb-Mean,21.013832484371118346TLT,equity,EGARCH,7.358368314668351347TLT,equity,GARCH,-28.1128862821726348TLT,equity,GJR,-45.11037549370667349TLT,equity,HAR-CJ,10.464742763554153350TLT,equity,HARQ,-352.5478946852288351TLT,equity,LASSO-X,-90.33867080751668352TLT,equity,LSTM,-31.50040413197972353TLT,equity,LightGBM-X,-329.3346438077382354TLT,equity,LogHAR,-71.4938247584916355TLT,equity,Pooled-LGBM,-202.94480924432602356TLT,equity,RF-X,-108.55052439939807357TLT,equity,RealGARCH,-34.36656149087093358TLT,equity,Ridge-X,-93.26254373333603359TLT,equity,SHAR,-381.7830758398555360TLT,equity,Transformer,-46.98822742618587361TLT,equity,XGBoost-X,-258.73161307676895362USDCAD,fx,Comb-InvMSE,-18.085919751909614363USDCAD,fx,Comb-Mean,-10.817842866483348364USDCAD,fx,EGARCH,-57.703946928712625365USDCAD,fx,GARCH,45.14858494328341366USDCAD,fx,GJR,45.763527959879106367USDCAD,fx,HAR-CJ,1.0658475242064704368USDCAD,fx,HARQ,-80.33811638084455369USDCAD,fx,LASSO-X,-86.77399852648631370USDCAD,fx,LSTM,-0.09492308742653348371USDCAD,fx,LightGBM-X,-230.99622628454134372USDCAD,fx,LogHAR,-12.36757579403181373USDCAD,fx,Pooled-LGBM,-155.57355029132341374USDCAD,fx,RF-X,-84.14382157548388375USDCAD,fx,RealGARCH,11.230828834793646376USDCAD,fx,Ridge-X,-89.44436859175713377USDCAD,fx,SHAR,-7.803410900288613378USDCAD,fx,Transformer,7.999093863367856379USDCAD,fx,XGBoost-X,-180.17087793710422380USDJPY,fx,Comb-InvMSE,-91.00865225219513381USDJPY,fx,Comb-Mean,-37.68109004391158382USDJPY,fx,EGARCH,-26.35319484903009383USDJPY,fx,GARCH,-17.44302138414629384USDJPY,fx,GJR,-38.24367308902261385USDJPY,fx,HAR-CJ,-10.086466407148363386USDJPY,fx,HARQ,-140.63026824550687387USDJPY,fx,LASSO-X,-146.17509697944223388USDJPY,fx,LSTM,13.616447871813426389USDJPY,fx,LightGBM-X,-245.13809234249845390USDJPY,fx,LogHAR,-125.36296372692206391USDJPY,fx,Pooled-LGBM,-233.54754259038577392USDJPY,fx,RF-X,-141.30975461364824393USDJPY,fx,RealGARCH,-95.0642858056315394USDJPY,fx,Ridge-X,-169.52607691613633395USDJPY,fx,SHAR,-34.15955092038976396USDJPY,fx,Transformer,-2.820935343292303397USDJPY,fx,XGBoost-X,-202.66343668738114398XOM,equity,Comb-InvMSE,19.788258993931777399XOM,equity,Comb-Mean,19.881009288399706400XOM,equity,EGARCH,41.84411656396413401XOM,equity,GARCH,36.35456050840183402XOM,equity,GJR,35.4026096626213403XOM,equity,HAR-CJ,-9.363932373358573404XOM,equity,HARQ,46.17340004785269405XOM,equity,LASSO-X,2.2190828650053795406XOM,equity,LSTM,39.910277348298735407XOM,equity,LightGBM-X,-95.35597211435885408XOM,equity,LogHAR,-7.074943270715283409XOM,equity,Pooled-LGBM,31.21307606355042410XOM,equity,RF-X,-40.15511029511374411XOM,equity,RealGARCH,5.315291113919505412XOM,equity,Ridge-X,6.999155462244398413XOM,equity,SHAR,-9.970758645459696414XOM,equity,Transformer,-193.05763844170184415XOM,equity,XGBoost-X,-79.09160987289627416XRP,crypto,Comb-InvMSE,-62.66095043108082417XRP,crypto,Comb-Mean,-71.32966373252293418XRP,crypto,EGARCH,47.80689456682091419XRP,crypto,GARCH,21.0163717721306420XRP,crypto,GJR,38.9454029894084421XRP,crypto,HAR-CJ,-3.805194816741518422XRP,crypto,HARQ,-87.74561628087177423XRP,crypto,LASSO-X,-175.4814929611807424XRP,crypto,LSTM,-100.83329815073392425XRP,crypto,LightGBM-X,-353.0236187457852426XRP,crypto,LogHAR,-191.05786700804637427XRP,crypto,Pooled-LGBM,-268.6200639243263428XRP,crypto,RF-X,-212.4470111960849429XRP,crypto,RealGARCH,-216.24602333132748430XRP,crypto,Ridge-X,-188.65959304869486431XRP,crypto,SHAR,56.91856217230723432XRP,crypto,Transformer,10.593227406027282433XRP,crypto,XGBoost-X,-261.4414151473274434ZN,futures,Comb-InvMSE,39.20134843950788435ZN,futures,Comb-Mean,82.61837339137493436ZN,futures,EGARCH,181.35133683821923437ZN,futures,GARCH,73.3546117975639438ZN,futures,GJR,49.70902504521997439ZN,futures,HAR-CJ,-11.912113722401243440ZN,futures,HARQ,-74.46501959581686441ZN,futures,LASSO-X,-38.007233047756756442ZN,futures,LSTM,64.99279828277415443ZN,futures,LightGBM-X,-172.97621537416512444ZN,futures,LogHAR,-4.935842198382386445ZN,futures,Pooled-LGBM,-73.49456636840499446ZN,futures,RF-X,-52.971973891253896447ZN,futures,RealGARCH,36.81073896987108448ZN,futures,Ridge-X,-38.188272882088505449ZN,futures,SHAR,5.52346374536563450ZN,futures,Transformer,102.3361461777552451ZN,futures,XGBoost-X,-124.3168775780593452