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Add baggingStree best hyperparams

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This commit is contained in:
Ricardo Montañana Gómez
2022-02-20 16:20:47 +01:00
parent 083e41bffd
commit e32b5cfe6f
3 changed files with 280 additions and 293 deletions
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571
experiments/build_ODTE_best.ipynb
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@@ -18,7 +18,7 @@
"outputs": [], "outputs": [],
"source": [ "source": [
"fd=open(\"../results/best_results_accuracy_STree.json\")\n", "fd=open(\"../results/best_results_accuracy_STree.json\")\n",
"fo=open(\"../results/best_results_accuracy_ODTE.json\", \"w\")\n", "fo=open(\"../results/best_results_accuracy_BaggingStree.json\", \"w\")\n",
"data=json.load(fd)" "data=json.load(fd)"
] ]
}, },
@@ -57,7 +57,10 @@
"for key, value in data.items():\n", "for key, value in data.items():\n",
" value[0]=0.0\n", " value[0]=0.0\n",
" value[2]=\"-program made-\"\n", " value[2]=\"-program made-\"\n",
" value[1] = {\"n_jobs\": 10, \"n_estimators\": 100, \"be_hyperparams\": f\"{json.dumps(value[1])}\"}\n", " res = {\"n_estimators\": 100}\n",
" for key2, value2 in value[1].items():\n",
" res[f\"base_estimator__{key2}\"] = value2\n",
" value[1] = res\n",
"json.dump(data, fo)\n", "json.dump(data, fo)\n",
"fd.close()\n", "fd.close()\n",
"fo.close()" "fo.close()"
@@ -66,237 +69,13 @@
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 5, "execution_count": 5,
"id": "e3706b14-7673-4eef-832c-bfa701a21892", "id": "0359e663-8938-472f-b5b5-fc6a555feeaf",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"{'balance-scale': [0.0,\n", "'{\"n_estimators\": 100, \"base_estimator__C\": 0.1, \"base_estimator__max_iter\": 10000.0, \"base_estimator__kernel\": \"liblinear\", \"base_estimator__multiclass_strategy\": \"ovr\"}'"
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'balloons': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'breast-cancer-wisc-diag': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'breast-cancer-wisc-prog': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'breast-cancer-wisc': [0.0,\n",
" {'n_jobs': 10,\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",
" '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",
" '-program made-'],\n",
" 'cardiotocography-3clases': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" '-program made-'],\n",
" 'conn-bench-sonar-mines-rocks': [0.0,\n",
" {'n_jobs': 10,\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",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'dermatology': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'echocardiogram': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n",
" '-program made-'],\n",
" 'fertility': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'haberman-survival': [0.0,\n",
" {'n_jobs': 10,\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",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'hepatitis': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'ilpd-indian-liver': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'ionosphere': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'iris': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" '-program made-'],\n",
" 'led-display': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'libras': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'low-res-spect': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" '-program made-'],\n",
" 'lymphography': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'mammographic': [0.0,\n",
" {'n_jobs': 10,\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",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'musk-1': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'oocytes_merluccius_nucleus_4d': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'oocytes_merluccius_states_2f': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" '-program made-'],\n",
" 'oocytes_trisopterus_nucleus_2f': [0.0,\n",
" {'n_jobs': 10,\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",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'parkinsons': [0.0,\n",
" {'n_jobs': 10,\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",
" '-program made-'],\n",
" 'pittsburg-bridges-MATERIAL': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'pittsburg-bridges-REL-L': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" '-program made-'],\n",
" 'pittsburg-bridges-SPAN': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'pittsburg-bridges-T-OR-D': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n",
" '-program made-'],\n",
" 'planning': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'post-operative': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'seeds': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'statlog-australian-credit': [0.0,\n",
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" '-program made-'],\n",
" 'statlog-german-credit': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" '-program made-'],\n",
" 'statlog-heart': [0.0,\n",
" {'n_jobs': 10,\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",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'statlog-vehicle': [0.0,\n",
" {'n_jobs': 10,\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",
" '-program made-'],\n",
" 'tic-tac-toe': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'vertebral-column-2clases': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'wine': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n",
" 'zoo': [0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-']}"
] ]
}, },
"execution_count": 5, "execution_count": 5,
@@ -305,67 +84,22 @@
} }
], ],
"source": [ "source": [
"data" "json.dumps(res)"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 6,
"id": "1bf8d699-bc7d-4767-b093-de19bf434c89", "id": "e5fb06aa-40ec-41a3-b9b2-bdeb228aa4f9",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [],
{
"data": {
"text/plain": [
"[0.0,\n",
" {'n_jobs': 10,\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [ "source": [
"value" "fo=open(\"../results/best_results_accuracy_BaggingStree.json\")"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 7,
"id": "6d5847de-7fad-48e4-9763-e825d7331f6d",
"metadata": {},
"outputs": [],
"source": [
"v=value[1]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "95eabf0c-61d0-4a57-adc4-90770716d122",
"metadata": {},
"outputs": [],
"source": [
"import json"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e5fb06aa-40ec-41a3-b9b2-bdeb228aa4f9",
"metadata": {},
"outputs": [],
"source": [
"fo=open(\"../results/best_results_accuracy_ODTE.json\")\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b6d7f629-c0ca-49b8-ba9f-209794eae18e", "id": "b6d7f629-c0ca-49b8-ba9f-209794eae18e",
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
@@ -375,36 +109,287 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 11, "execution_count": 8,
"id": "20598416-68bf-4b59-b855-60f7776d8774", "id": "20598416-68bf-4b59-b855-60f7776d8774",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"{'C': 10000.0,\n", "{'balance-scale': [0.0,\n",
" 'gamma': 0.1,\n", " {'n_estimators': 100,\n",
" 'kernel': 'rbf',\n", " 'base_estimator__C': 10000.0,\n",
" 'max_iter': 10000.0,\n", " 'base_estimator__gamma': 0.1,\n",
" 'multiclass_strategy': 'ovr'}" " 'base_estimator__kernel': 'rbf',\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
" 'balloons': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__C': 7,\n",
" 'base_estimator__gamma': 0.1,\n",
" 'base_estimator__kernel': 'rbf',\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
" 'breast-cancer-wisc-diag': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__C': 0.2,\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__kernel': 'liblinear',\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
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" 'base_estimator__C': 0.2,\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__kernel': 'liblinear',\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
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" 'cardiotocography-10clases': [0.0, {'n_estimators': 100}, '-program made-'],\n",
" 'cardiotocography-3clases': [0.0, {'n_estimators': 100}, '-program made-'],\n",
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" '-program made-'],\n",
" 'dermatology': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__C': 55,\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__kernel': 'liblinear',\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
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" 'echocardiogram': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__splitter': 'random',\n",
" 'base_estimator__max_features': 'auto'},\n",
" '-program made-'],\n",
" 'fertility': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__C': 0.05,\n",
" 'base_estimator__max_features': 'auto',\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__kernel': 'liblinear',\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
" 'haberman-survival': [0.0,\n",
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" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
" 'hepatitis': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__C': 7,\n",
" 'base_estimator__gamma': 0.1,\n",
" 'base_estimator__kernel': 'rbf',\n",
" 'base_estimator__max_iter': 10000.0,\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
" 'ilpd-indian-liver': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__kernel': 'liblinear',\n",
" 'base_estimator__multiclass_strategy': 'ovr'},\n",
" '-program made-'],\n",
" 'ionosphere': [0.0,\n",
" {'n_estimators': 100,\n",
" 'base_estimator__C': 7,\n",
" 'base_estimator__gamma': 0.1,\n",
" 'base_estimator__kernel': 'rbf',\n",
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