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Optimized hyperparameters for ODTE

Ricardo Montañana Gómez edited this page Oct 8, 2024 · 1 revision
Dataset Hyperparameters
balance-scale {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000, \"multiclass_strategy\": \"ovr\"}"}
balloons {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 5, \"gamma\": 0.14, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
breast-cancer {"n_jobs":10,"n_estimators":100,"max_samples":0.75,"be_hyperparams":"{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}
breast-cancer-wisc {"n_jobs":1,"max_features":"auto","max_samples":0.66,"n_estimators":100,"be_hyperparams":"{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
breast-cancer-wisc-diag {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.0275, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
breast-cancer-wisc-prog {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 57, \"gamma\": 0.001, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
cardiotocography-10clases {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.75, \"splitter\": \"trandom\"}"}
cardiotocography-3clases {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovo\"}"}
conn-bench-sonar-mines-rocks {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 2.8, \"gamma\": \"auto\", \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
cylinder-bands {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 5, \"gamma\": \"auto\", \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
dermatology {"n_jobs":10,"n_estimators":100,"max_samples":0.75,"be_hyperparams":"{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}
echocardiogram {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 5, \"gamma\": 0.001, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
fertility {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.75, \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
haberman-survival {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.001, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
heart-hungarian {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
hepatitis {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000, \"multiclass_strategy\": \"ovr\"}"}
ilpd-indian-liver {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
ionosphere {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 2, \"gamma\": 0.1, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
iris {"n_estimators":100,"n_jobs":-1}
led-display {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.001, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
libras {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 1.0, \"kernel\": \"linear\", \"multiclass_strategy\": \"ovo\"}"}
low-res-spect {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 1.0, \"kernel\": \"linear\", \"multiclass_strategy\": \"ovo\"}"}
lymphography {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.001, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
mammographic {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
molec-biol-promoter {"n_jobs":10,"n_estimators":100,"max_features":"sqrt","be_hyperparams":"{\"kernel\": \"rbf\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}
musk-1 {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 7, \"gamma\": \"auto\", \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
oocytes_merluccius_nucleus_4d {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovo\"}"}
oocytes_merluccius_states_2f {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
oocytes_trisopterus_nucleus_2f {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 57, \"gamma\": \"auto\", \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
oocytes_trisopterus_states_5b {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 7, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
parkinsons {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 2.8, \"gamma\": 0.14, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
pima {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.95, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
pittsburg-bridges-MATERIAL {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 2.8, \"gamma\": 0.14, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
pittsburg-bridges-REL-L {"n_jobs":10,"n_estimators":100,"max_samples":0.75,"be_hyperparams":"{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}
pittsburg-bridges-SPAN {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.05, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
pittsburg-bridges-T-OR-D {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 0.08, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
planning {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 1.0, \"gamma\": 10.0, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
post-operative {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000, \"multiclass_strategy\": \"ovr\"}"}
seeds {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 7, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
statlog-australian-credit {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 1.0, \"kernel\": \"linear\", \"multiclass_strategy\": \"ovo\"}"}
statlog-german-credit {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 7, \"gamma\": 0.001, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
statlog-heart {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 2, \"gamma\": 0.001, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
statlog-image {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"max_iter\": 10000, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
statlog-vehicle {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 7, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
synthetic-control {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.5, \"splitter\": \"trandom\"}"}
tic-tac-toe {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 10000.0, \"gamma\": 0.001, \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
vertebral-column-2clases {"n_jobs":-1,"n_estimators":100,"be_hyperparams":"{\"max_features\": 0.75, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}
wine {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 1.0, \"gamma\": \"auto\", \"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}
zoo {"n_estimators":100,"n_jobs":-1,"be_hyperparams":"{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovo\"}"}