[23d48c]: / results / icd9_327.23 / icd9_327.23_XGBoostClassifier.csv

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# dataset algorithm parameters seed accuracy f1_macro bal_accuracy roc_auc time
1 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 7016 0.791451129866594 0.791357841058596 0.7915711489743917 0.8714890659147191 1955.088452344
2 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 1188 0.7899083401397586 0.7898547283146432 0.7899040500895613 0.8691463214720622 1942.362594671
3 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 30993 0.7917233868772121 0.7916055708642484 0.7915936069644447 0.8721935833094752 2009.2265942269999
4 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 27164 0.7791088120519103 0.7790410257569563 0.7793765001836496 0.8629743802601564 2107.221314243
5 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 3674 0.7851892186223796 0.7851170047853245 0.7851976986408379 0.8709275014277909 2099.474516251
6 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 16612 0.7850077139486342 0.7848842342023292 0.7848991357220183 0.8665437545258133 2102.547546048
7 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 9168 0.7851892186223796 0.7851637394269204 0.7851863118682421 0.8660269412979679 2101.7205165799996
8 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 14899 0.7890915691079046 0.7890608381475845 0.7890803062208775 0.8678227258112126 2100.257267771
9 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 4180 0.7892730737816499 0.7892450774710633 0.7893840753437407 0.8690677455448111 2112.005998555
10 geis_327.23 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 11085 0.7884563027497958 0.7883719432026512 0.7883699362778657 0.8693242264689003 2188.2657484349998