diff --git a/results/build_ODTE_best.ipynb b/experiments/build_ODTE_best.ipynb similarity index 73% rename from results/build_ODTE_best.ipynb rename to experiments/build_ODTE_best.ipynb index 8aa8ba5..3f0bfd4 100644 --- a/results/build_ODTE_best.ipynb +++ b/experiments/build_ODTE_best.ipynb @@ -17,8 +17,8 @@ "metadata": {}, "outputs": [], "source": [ - "fd=open(\"best_results_accuracy_STree.json\")\n", - "fo=open(\"best_results_accuracy_ODTE.json\", \"w\")\n", + "fd=open(\"../results/best_results_accuracy_STree.json\")\n", + "fo=open(\"../results/best_results_accuracy_ODTE.json\", \"w\")\n", "data=json.load(fd)" ] }, @@ -57,7 +57,7 @@ "for key, value in data.items():\n", " value[0]=0.0\n", " value[2]=\"-program made-\"\n", - " value[1] = {\"n_jobs\": 10, \"n_estimators\": 100, \"be_hyperparams\": value[1]}\n", + " value[1] = {\"n_jobs\": 10, \"max_samples\": 0.66, \"max_features\": \"auto\", \"n_estimators\": 100, \"be_hyperparams\": value[1]}\n", "json.dump(data, fo)\n", "fd.close()\n", "fo.close()" @@ -74,6 +74,8 @@ "text/plain": [ "{'balance-scale': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 10000.0,\n", " 'gamma': 0.1,\n", @@ -83,6 +85,8 @@ " '-program made-'],\n", " 'balloons': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 7,\n", " 'gamma': 0.1,\n", @@ -92,6 +96,8 @@ " '-program made-'],\n", " 'breast-cancer-wisc-diag': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.2,\n", " 'max_iter': 10000.0,\n", @@ -100,6 +106,8 @@ " '-program made-'],\n", " 'breast-cancer-wisc-prog': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.2,\n", " 'max_iter': 10000.0,\n", @@ -108,32 +116,50 @@ " '-program made-'],\n", " 'breast-cancer-wisc': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'breast-cancer': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'cardiotocography-10clases': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'cardiotocography-3clases': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'conn-bench-sonar-mines-rocks': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'cylinder-bands': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'dermatology': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 55,\n", " 'max_iter': 10000.0,\n", @@ -142,11 +168,15 @@ " '-program made-'],\n", " 'echocardiogram': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'splitter': 'random', 'max_features': 'auto'}},\n", " '-program made-'],\n", " 'fertility': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.05,\n", " 'max_features': 'auto',\n", @@ -156,11 +186,15 @@ " '-program made-'],\n", " 'haberman-survival': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'heart-hungarian': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.05,\n", " 'max_iter': 10000.0,\n", @@ -169,6 +203,8 @@ " '-program made-'],\n", " 'hepatitis': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 7,\n", " 'gamma': 0.1,\n", @@ -178,11 +214,15 @@ " '-program made-'],\n", " 'ilpd-indian-liver': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'ionosphere': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 7,\n", " 'gamma': 0.1,\n", @@ -191,15 +231,23 @@ " 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'iris': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'led-display': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'libras': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.08,\n", " 'max_iter': 10000.0,\n", @@ -207,10 +255,16 @@ " 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'low-res-spect': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'lymphography': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.05,\n", " 'max_iter': 10000.0,\n", @@ -219,16 +273,22 @@ " '-program made-'],\n", " 'mammographic': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'molec-biol-promoter': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'musk-1': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.05,\n", " 'gamma': 0.1,\n", @@ -238,6 +298,8 @@ " '-program made-'],\n", " 'oocytes_merluccius_nucleus_4d': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 8.25,\n", " 'gamma': 0.1,\n", @@ -245,15 +307,23 @@ " 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'oocytes_merluccius_states_2f': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'oocytes_trisopterus_nucleus_2f': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'oocytes_trisopterus_states_5b': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.11,\n", " 'max_iter': 10000.0,\n", @@ -262,14 +332,22 @@ " '-program made-'],\n", " 'parkinsons': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'pima': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'pittsburg-bridges-MATERIAL': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 7,\n", " 'gamma': 0.1,\n", @@ -278,10 +356,16 @@ " 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'pittsburg-bridges-REL-L': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'pittsburg-bridges-SPAN': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.05,\n", " 'max_iter': 10000.0,\n", @@ -290,11 +374,15 @@ " '-program made-'],\n", " 'pittsburg-bridges-T-OR-D': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'splitter': 'random', 'max_features': 'auto'}},\n", " '-program made-'],\n", " 'planning': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 7,\n", " 'gamma': 10.0,\n", @@ -304,6 +392,8 @@ " '-program made-'],\n", " 'post-operative': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 55,\n", " 'degree': 5,\n", @@ -314,6 +404,8 @@ " '-program made-'],\n", " 'seeds': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 10000.0,\n", " 'max_iter': 10000.0,\n", @@ -321,18 +413,30 @@ " 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'statlog-australian-credit': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'statlog-german-credit': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'statlog-heart': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'statlog-image': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 7,\n", " 'max_iter': 10000.0,\n", @@ -341,14 +445,22 @@ " '-program made-'],\n", " 'statlog-vehicle': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'synthetic-control': [0.0,\n", - " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {}},\n", " '-program made-'],\n", " 'tic-tac-toe': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.2,\n", " 'gamma': 0.1,\n", @@ -358,11 +470,15 @@ " '-program made-'],\n", " 'vertebral-column-2clases': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", " '-program made-'],\n", " 'wine': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.55,\n", " 'max_iter': 10000.0,\n", @@ -371,6 +487,8 @@ " '-program made-'],\n", " 'zoo': [0.0,\n", " {'n_jobs': 10,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': {'C': 0.1,\n", " 'max_iter': 10000.0,\n", diff --git a/results/best_results_accuracy_ODTE.json b/results/best_results_accuracy_ODTE.json index 004751f..585204b 100644 --- a/results/best_results_accuracy_ODTE.json +++ b/results/best_results_accuracy_ODTE.json @@ -1 +1 @@ -{"balance-scale": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 10000.0, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "balloons": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "breast-cancer-wisc-diag": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.2, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "breast-cancer-wisc-prog": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.2, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "breast-cancer-wisc": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "breast-cancer": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "cardiotocography-10clases": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "cardiotocography-3clases": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "conn-bench-sonar-mines-rocks": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "cylinder-bands": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "dermatology": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 55, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "echocardiogram": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"splitter": "random", "max_features": "auto"}}, "-program made-"], "fertility": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "max_features": "auto", "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "haberman-survival": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "heart-hungarian": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "hepatitis": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "ilpd-indian-liver": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "ionosphere": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "iris": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "led-display": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "libras": [0.0, {"n_jobs": 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Folders, Files from Models import Models -from stree import Stree -from wodt import Wodt -from sklearn.tree import DecisionTreeClassifier class Randomized: