From 6d8afa49931a3fec6b1947816edbe6c86c678333 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Thu, 10 Feb 2022 00:36:14 +0100 Subject: [PATCH] Add some Galgo ODTE results --- experiments/experiments.txt | 21 ++++++++++--------- ...racy_ODTE_Galgo_2022-02-09_12:35:54_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_12:35:55_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_12:35:57_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_12:37:47_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:31:35_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:31:57_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:32:27_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:32:57_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:33:33_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:33:58_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:34:28_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:34:58_0.json | 1 + ...racy_ODTE_Galgo_2022-02-09_18:35:33_0.json | 1 + 14 files changed, 24 insertions(+), 10 deletions(-) create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:54_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:55_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:57_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_12:37:47_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:31:35_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:31:57_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:32:27_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:32:57_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:33:33_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:33:58_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:34:28_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:34:58_0.json create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-09_18:35:33_0.json diff --git a/experiments/experiments.txt b/experiments/experiments.txt index 2538709..187c2f3 100644 --- a/experiments/experiments.txt +++ b/experiments/experiments.txt @@ -27,14 +27,15 @@ # # kernel liblinear Random Forest and pseudo Random Forest # RF -ODTE&ODTE Random Forest liblinear-best max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE Random Forest liblinear-random max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE Random Forest liblinear-trandom max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_1.sh, ODTE&ODTE Random Forest liblinear-best max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_2.sh, ODTE&ODTE Random Forest liblinear-random max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_3.sh, ODTE&ODTE Random Forest liblinear-trandom max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"} # pseudo RF -ODTE&ODTE pseudo Random Forest liblinear-best max_samples-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE pseudo Random Forest liblinear-random max_samples-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE pseudo Random Forest liblinear-trandom max_samples-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE pseudo Random Forest liblinear-best max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE pseudo Random Forest liblinear-random max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"} -ODTE&ODTE pseudo Random Forest liblinear-trandom max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}# RF - \ No newline at end of file +#ODTE_accuracy_pbs_0209_4.sh, ODTE&ODTE pseudo Random Forest liblinear-best max_samples-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_5.sh, ODTE&ODTE pseudo Random Forest liblinear-random max_samples-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_6.sh, ODTE&ODTE pseudo Random Forest liblinear-trandom max_samples-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_7.sh, ODTE&ODTE pseudo Random Forest liblinear-best max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_8.sh, ODTE&ODTE pseudo Random Forest liblinear-random max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"} +#ODTE_accuracy_pbs_0209_9.sh, ODTE&ODTE pseudo Random Forest liblinear-trandom max_features-sqrt&{"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}# RF + + diff --git a/results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:54_0.json b/results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:54_0.json new file mode 100644 index 0000000..0eef29c --- /dev/null +++ b/results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:54_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "ODTE Random Forest liblinear-trandom max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-09", "time": "12:35:54", "duration": 6984.5335252285, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.1808000000000005, "leaves": 4.0904, "depth": 3.5996000000000006, "score": 0.8465599999999999, "score_std": 0.03422990505391448, "time": 0.6582852458953857, "time_std": 0.20367270516005803}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9947999999999997, "leaves": 1.9973999999999998, "depth": 1.9823999999999997, "score": 0.5883333333333334, "score_std": 0.31198735729370686, "time": 0.11215076446533204, "time_std": 0.012941169849810625}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.084, "leaves": 4.042, "depth": 3.3317999999999994, "score": 0.9594022667287687, "score_std": 0.015813586952027225, "time": 0.33388958930969237, "time_std": 0.06781121714422617}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.0912, "leaves": 4.5456, "depth": 3.5118000000000005, "score": 0.7657307692307692, "score_std": 0.0713748254873277, "time": 0.2919295072555542, "time_std": 0.05960903985276553}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.6412, "leaves": 3.8206, "depth": 3.4352, "score": 0.9705282631038026, "score_std": 0.011588993640266311, "time": 0.2541437435150147, "time_std": 0.034140075109696986}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.3788, "leaves": 4.1894, "depth": 3.2864000000000004, "score": 0.7139806412583183, "score_std": 0.048784484031837626, "time": 0.2832824659347534, "time_std": 0.03848023317199481}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 65.9012, "leaves": 33.4506, "depth": 14.063999999999998, "score": 0.42892637392985367, "score_std": 0.04322974466468752, "time": 48.37009070396423, "time_std": 8.300282026013388}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 18.6708, "leaves": 9.8354, "depth": 5.8782000000000005, "score": 0.8118541839270921, "score_std": 0.02349310188726642, "time": 11.271530046463013, "time_std": 2.2914177435960443}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.9284, "leaves": 7.9642, "depth": 4.8076, "score": 0.7691637630662019, "score_std": 0.0707467005120071, "time": 0.4001321840286255, "time_std": 0.0391010466629479}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.901599999999997, "leaves": 8.450799999999997, "depth": 4.925199999999999, "score": 0.6656139348943462, "score_std": 0.04168905180735133, "time": 1.0803305053710937, "time_std": 0.16322238293252897}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.965200000000003, "leaves": 7.9826, "depth": 6.5022, "score": 0.925394298407997, "score_std": 0.05423977075533013, "time": 0.8996251487731933, "time_std": 0.059849536523099045}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.173999999999999, "leaves": 4.087, "depth": 3.2453999999999996, "score": 0.7854700854700853, "score_std": 0.08758494619127151, "time": 0.18314568519592286, "time_std": 0.0233667524477203}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.5448, "leaves": 1.7724000000000002, "depth": 1.6882, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.12081738471984864, "time_std": 0.0194755801488382}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, 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a/results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:57_0.json b/results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:57_0.json new file mode 100644 index 0000000..5b8c101 --- /dev/null +++ b/results/results_accuracy_ODTE_Galgo_2022-02-09_12:35:57_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "ODTE Random Forest liblinear-random max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-09", "time": "12:35:57", "duration": 6971.671034812927, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"random\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.1824, "leaves": 4.0912, "depth": 3.5996000000000006, "score": 0.8468800000000001, "score_std": 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a/results/results_accuracy_ODTE_Galgo_2022-02-09_18:35:33_0.json b/results/results_accuracy_ODTE_Galgo_2022-02-09_18:35:33_0.json new file mode 100644 index 0000000..1cee30a --- /dev/null +++ b/results/results_accuracy_ODTE_Galgo_2022-02-09_18:35:33_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "ODTE pseudo Random Forest liblinear-trandom max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-09", "time": "18:35:33", "duration": 11246.278941392899, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.534400000000001, "leaves": 4.2672, "depth": 3.6914000000000002, "score": 0.8411200000000002, "score_std": 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