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Regression on Elevators 10% outlier contamination (test)

0.003RMSEEM
0.002960.003230.00350.00377May 28, 2026

Evaluation results

MethodLinks
EMFramework=Heteroscedastic SBL2026.050.00316.589.4
MacKayFramework=Heteroscedastic SBL2026.050.00313.884.2
l2-IRLSFramework=Heteroscedastic SBL2026.050.00319.488.9
OLSDescription=Standard baseline2026.050.004100100
RidgeDescription=Standard baseline2026.050.00468.3100
GPDescription=Standard baseline2026.050.00427100
Student-tDescription=Robust baseline2026.050.00410094.3
HuberDescription=Robust baseline2026.050.00410090.2
l1-IRLSFramework=Heteroscedastic SBL2026.050.00420.692
Grad. (Primal)Framework=Heteroscedastic SBL2026.050.00416.633.3
Grad. (Dual)Framework=Heteroscedastic SBL2026.050.00416.333.3