pyrollmatch Model Comparison

All 8 scoring methods on synthetic data (500 treated, 2000 controls, 5 covariates, α=0.1)

ModelRuntimeMatchedPairsMax|SMD|Pass
logistic0.028s 5001498 0.0422
probit0.026s 5001498 0.0422
gbm0.111s 4921446 0.1478
rf0.152s 4571341 0.4119
lasso0.034s 5001498 0.0544
ridge0.024s 5001498 0.0422
elasticnet0.047s 5001498 0.0446
mahalanobis0.024s 5001495 0.0912

6/8 models pass the |SMD| < 0.1 threshold.