UQO Working Paper No. 3 — Hedonic housing price models for the US: parametric, quantile, and machine-learning approaches.
1variant,fold,n_test,n_states,r2,rmse,mdape,r2_within,between_share2Full model (62 features),1,157887,6,0.5042231635536405,0.576687895888394,29.12044207317074,0.6421925953824461,0.047969422002279163Full model (62 features),2,157911,9,0.6314528532001771,0.44767994633623664,25.113138940520496,0.6711289340517292,0.122780327491275434Full model (62 features),3,157982,12,0.5829545189596794,0.5442695632683137,27.59221938299998,0.6294180574862889,0.248527986418866985Full model (62 features),4,157366,12,0.716975064886896,0.40819232816842665,22.01685562364812,0.7040553959142622,0.149122511719885446Full model (62 features),5,157696,12,0.6560075722274721,0.49481183488451447,25.930066015761067,0.6471653137761519,0.15877885720713287Full model (62 features),pooled,788842,51,0.619893891638311,0.4981907719317729,25.80685972787004,0.6570601790429829,0.157931384663292378Without school variables (59),1,157887,6,0.4571175326541408,0.6034629732613793,30.860145057306564,0.6280729063803864,0.047969422002279169Without school variables (59),2,157911,9,0.6486590691564322,0.43710471164670345,24.449060490353737,0.6601307890395864,0.1227803274912754310Without school variables (59),3,157982,12,0.5707152387279537,0.5521983117908698,27.939714247938863,0.6281269031589908,0.2485279864188669811Without school variables (59),4,157366,12,0.7041863426927133,0.41731269714415214,22.34275858049073,0.688797872613315,0.1491225117198854412Without school variables (59),5,157696,12,0.6053730380635205,0.529979430592244,27.110747362127857,0.6298444403361126,0.158778857207132813Without school variables (59),pooled,788842,51,0.5970762195751466,0.5129259888429314,26.389617758495703,0.6450730915278875,0.1579313846632923714