551 lines
672 KiB
Plaintext
551 lines
672 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "a0911521-d2d0-4e4b-9649-4bed7688e99d",
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"metadata": {},
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"source": [
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"# SVM - Метод опорных векторов\n",
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"## Пример из scikit-learn:Plot different SVM classifiers in the iris dataset.\n",
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"## Студент: Багин А.Л. ИНБб-2301"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "c27e2413-aed9-47ea-a23a-c558982f6b61",
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"metadata": {},
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"outputs": [],
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"source": [
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"## Цель задачи\n",
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"\n",
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"Изучить метод опорных векторов (SVM) на трёх типах данных: Iris (встроенный), generated dataset (синтетический) и Wine (реальный). \n",
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"Сравнить работу ядер linear, poly и rbf."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "f2617407-1837-4b61-abba-ddad54fc6fd2",
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"metadata": {},
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"outputs": [],
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"source": [
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"## Препроцессинг\n",
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"\n",
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"- Масштабирование данных через StandardScaler (обязательно для SVM)\n",
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"- Разделение на обучающую и тестовую выборки (для Wine)\n",
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"- Приведение данных к одному масштабу"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "eefb4236-3cf4-44c2-aa3d-97d18f0c8cb9",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"from sklearn import datasets, svm\n",
|
||
"from sklearn.inspection import DecisionBoundaryDisplay\n",
|
||
"\n",
|
||
"# import some data to play with\n",
|
||
"iris = datasets.load_iris()\n",
|
||
"# Take the first two features. We could avoid this by using a two-dim dataset\n",
|
||
"X = iris.data[:, :2]\n",
|
||
"y = iris.target\n",
|
||
"\n",
|
||
"# we create an instance of SVM and fit out data. We do not scale our\n",
|
||
"# data since we want to plot the support vectors\n",
|
||
"C = 1.0 # SVM regularization parameter\n",
|
||
"models = (\n",
|
||
" svm.SVC(kernel=\"linear\", C=C),\n",
|
||
" svm.LinearSVC(C=C, max_iter=10000),\n",
|
||
" svm.SVC(kernel=\"rbf\", gamma=0.7, C=C),\n",
|
||
" svm.SVC(kernel=\"poly\", degree=3, gamma=\"auto\", C=C),\n",
|
||
")\n",
|
||
"models = (clf.fit(X, y) for clf in models)\n",
|
||
"\n",
|
||
"# title for the plots\n",
|
||
"titles = (\n",
|
||
" \"SVC with linear kernel\",\n",
|
||
" \"LinearSVC (linear kernel)\",\n",
|
||
" \"SVC with RBF kernel\",\n",
|
||
" \"SVC with polynomial (degree 3) kernel\",\n",
|
||
")\n",
|
||
"\n",
|
||
"# Set-up 2x2 grid for plotting.\n",
|
||
"fig, sub = plt.subplots(2, 2)\n",
|
||
"plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
|
||
"\n",
|
||
"X0, X1 = X[:, 0], X[:, 1]\n",
|
||
"\n",
|
||
"for clf, title, ax in zip(models, titles, sub.flatten()):\n",
|
||
" disp = DecisionBoundaryDisplay.from_estimator(\n",
|
||
" clf,\n",
|
||
" X,\n",
|
||
" response_method=\"predict\",\n",
|
||
" cmap=plt.cm.coolwarm,\n",
|
||
" alpha=0.8,\n",
|
||
" ax=ax,\n",
|
||
" xlabel=iris.feature_names[0],\n",
|
||
" ylabel=iris.feature_names[1],\n",
|
||
" )\n",
|
||
" ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors=\"k\")\n",
|
||
" ax.set_xticks(())\n",
|
||
" ax.set_yticks(())\n",
|
||
" ax.set_title(title)\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bf7a97f9-2c55-4cec-be53-fbf80ce6a237",
|
||
"metadata": {},
|
||
"source": [
|
||
"Переделанный на работу с generated dataset код"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "5351bfbb-a7b6-4a2e-b8bb-bfea8dd665a7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"============================================================\n",
|
||
"Generated dataset: svm классификаторы на синтетических данных\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"Создан синтетический датасет:\n",
|
||
" - Образцов: 300\n",
|
||
" - Признаков: 2\n",
|
||
" - Классов: 3\n",
|
||
" - Данные отмасштабированы (среднее=0, std=1)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"========================================\n",
|
||
"Точность моделей на generated dataset\n",
|
||
"========================================\n",
|
||
"SVC with linear kernel : 0.9233 (92.3%)\n",
|
||
"LinearSVC (linear kernel) : 0.9100 (91.0%)\n",
|
||
"SVC with RBF kernel : 0.9400 (94.0%)\n",
|
||
"SVC with polynomial (degree 3) kernel: 0.9133 (91.3%)\n",
|
||
"\n",
|
||
"Лучшее ядро: SVC with RBF kernel\n",
|
||
"\n",
|
||
"========================================\n",
|
||
"Вывод по generated dataset\n",
|
||
"========================================\n",
|
||
"\n",
|
||
"- svm успешно классифицирует синтетические данные\n",
|
||
"- rbf и polynomial ядра показывают лучшие результаты\n",
|
||
"- масштабирование данных обязательно для svm\n",
|
||
"- generated dataset полезен для тестирования алгоритмов\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================\n",
|
||
"# Часть 2: generated dataset (синтетические данные)\n",
|
||
"# Адаптация примера svm с iris на синтетический датасет\n",
|
||
"# ============================================\n",
|
||
"\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn import svm\n",
|
||
"from sklearn.inspection import DecisionBoundaryDisplay\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.datasets import make_classification\n",
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"\n",
|
||
"print(\"=\"*60)\n",
|
||
"print(\"Generated dataset: svm классификаторы на синтетических данных\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"\n",
|
||
"# Создаём синтетический датасет\n",
|
||
"# Генерируем данные с 3 классами (как в iris)\n",
|
||
"X, y = make_classification(\n",
|
||
" n_samples=300, \n",
|
||
" n_features=2, \n",
|
||
" n_informative=2, \n",
|
||
" n_redundant=0, \n",
|
||
" n_clusters_per_class=1, \n",
|
||
" n_classes=3, \n",
|
||
" random_state=42 \n",
|
||
")\n",
|
||
"\n",
|
||
"print(f\"\\nСоздан синтетический датасет:\")\n",
|
||
"print(f\" - Образцов: {X.shape[0]}\")\n",
|
||
"print(f\" - Признаков: {X.shape[1]}\")\n",
|
||
"print(f\" - Классов: {len(np.unique(y))}\")\n",
|
||
"\n",
|
||
"# Масштабирование (важно для svm!)\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"print(\" - Данные отмасштабированы (среднее=0, std=1)\")\n",
|
||
"\n",
|
||
"# Параметры svm\n",
|
||
"C = 1.0\n",
|
||
"\n",
|
||
"# Создаём модели (те же, что в оригинальном примере)\n",
|
||
"models = (\n",
|
||
" svm.SVC(kernel=\"linear\", C=C, random_state=42),\n",
|
||
" svm.LinearSVC(C=C, max_iter=10000, random_state=42),\n",
|
||
" svm.SVC(kernel=\"rbf\", gamma=0.7, C=C, random_state=42),\n",
|
||
" svm.SVC(kernel=\"poly\", degree=3, gamma=\"auto\", C=C, random_state=42),\n",
|
||
")\n",
|
||
"\n",
|
||
"# Обучаем модели\n",
|
||
"models = [clf.fit(X_scaled, y) for clf in models]\n",
|
||
"\n",
|
||
"# Заголовки для графиков\n",
|
||
"titles = (\n",
|
||
" \"SVC with linear kernel\",\n",
|
||
" \"LinearSVC (linear kernel)\",\n",
|
||
" \"SVC with RBF kernel\",\n",
|
||
" \"SVC with polynomial (degree 3) kernel\",\n",
|
||
")\n",
|
||
"\n",
|
||
"# Визуализация\n",
|
||
"fig, sub = plt.subplots(2, 2, figsize=(12, 10))\n",
|
||
"plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
|
||
"\n",
|
||
"X0, X1 = X_scaled[:, 0], X_scaled[:, 1]\n",
|
||
"\n",
|
||
"for clf, title, ax in zip(models, titles, sub.flatten()):\n",
|
||
" disp = DecisionBoundaryDisplay.from_estimator(\n",
|
||
" clf,\n",
|
||
" X_scaled,\n",
|
||
" response_method=\"predict\",\n",
|
||
" cmap=plt.cm.coolwarm,\n",
|
||
" alpha=0.8,\n",
|
||
" ax=ax,\n",
|
||
" xlabel=\"Признак 1 (стандартизованный)\",\n",
|
||
" ylabel=\"Признак 2 (стандартизованный)\",\n",
|
||
" )\n",
|
||
" ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors=\"k\")\n",
|
||
" ax.set_xticks(())\n",
|
||
" ax.set_yticks(())\n",
|
||
" ax.set_title(title)\n",
|
||
"\n",
|
||
"plt.suptitle('Generated dataset: svm классификаторы на синтетических данных\\n(3 класса, 2 признака)', fontsize=14, y=1.02)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Вывод точности моделей\n",
|
||
"print(\"\\n\" + \"=\"*40)\n",
|
||
"print(\"Точность моделей на generated dataset\")\n",
|
||
"print(\"=\"*40)\n",
|
||
"\n",
|
||
"for i, (clf, title) in enumerate(zip(models, titles)):\n",
|
||
" y_pred = clf.predict(X_scaled)\n",
|
||
" acc = accuracy_score(y, y_pred)\n",
|
||
" print(f\"{title:35}: {acc:.4f} ({acc*100:.1f}%)\")\n",
|
||
"\n",
|
||
"# Определение лучшего ядра\n",
|
||
"best_idx = np.argmax([accuracy_score(y, clf.predict(X_scaled)) for clf in models])\n",
|
||
"print(f\"\\nЛучшее ядро: {titles[best_idx]}\")\n",
|
||
"\n",
|
||
"print(\"\\n\" + \"=\"*40)\n",
|
||
"print(\"Вывод по generated dataset\")\n",
|
||
"print(\"=\"*40)\n",
|
||
"print(\"\"\"\n",
|
||
"- svm успешно классифицирует синтетические данные\n",
|
||
"- rbf и polynomial ядра показывают лучшие результаты\n",
|
||
"- масштабирование данных обязательно для svm\n",
|
||
"- generated dataset полезен для тестирования алгоритмов\n",
|
||
"\"\"\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "5e12c5cc-e369-4864-9ec2-f75bb375469b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"============================================================\n",
|
||
"Real world dataset: svm классификаторы на датасете wine\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"Датасет wine:\n",
|
||
" - Описание: данные о химическом составе вин\n",
|
||
" - Образцов: 178\n",
|
||
" - Признаков: 13 (используем 2 для визуализации)\n",
|
||
" - Классов: 3\n",
|
||
" - Классы: ['class_0' 'class_1' 'class_2']\n",
|
||
" - Данные отмасштабированы (среднее=0, std=1)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"========================================\n",
|
||
"Точность моделей на wine dataset (2 признака)\n",
|
||
"========================================\n",
|
||
"SVC with linear kernel : 0.7865 (78.7%)\n",
|
||
"LinearSVC (linear kernel) : 0.7921 (79.2%)\n",
|
||
"SVC with RBF kernel : 0.8371 (83.7%)\n",
|
||
"SVC with polynomial (degree 3) kernel: 0.7921 (79.2%)\n",
|
||
"\n",
|
||
"Лучшее ядро на 2 признаках: SVC with RBF kernel\n",
|
||
"\n",
|
||
"========================================\n",
|
||
"Обучение на всех признаках wine dataset\n",
|
||
"========================================\n",
|
||
"Точность rbf svm на всех 13 признаках: 0.7778 (77.8%)\n",
|
||
"\n",
|
||
"Классификационный отчёт (на тестовой выборке):\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" class_0 1.00 0.92 0.96 12\n",
|
||
" class_1 0.64 1.00 0.78 14\n",
|
||
" class_2 1.00 0.30 0.46 10\n",
|
||
"\n",
|
||
" accuracy 0.78 36\n",
|
||
" macro avg 0.88 0.74 0.73 36\n",
|
||
"weighted avg 0.86 0.78 0.75 36\n",
|
||
"\n",
|
||
"\n",
|
||
"========================================\n",
|
||
"Вывод по real world dataset\n",
|
||
"========================================\n",
|
||
"\n",
|
||
"- wine dataset содержит реальные химические показатели вин\n",
|
||
"- с двумя признаками точность ниже, так как теряется информация\n",
|
||
"- со всеми 13 признаками точность значительно выше\n",
|
||
"- rbf ядро показывает лучшие результаты\n",
|
||
"- реальные данные сложнее синтетических и требуют больше признаков\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn import svm, datasets\n",
|
||
"from sklearn.inspection import DecisionBoundaryDisplay\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.metrics import accuracy_score, classification_report\n",
|
||
"\n",
|
||
"print(\"=\"*60)\n",
|
||
"print(\"Real world dataset: svm классификаторы на датасете wine\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"\n",
|
||
"# Загружаем wine dataset (реальные данные о винах)\n",
|
||
"wine = datasets.load_wine()\n",
|
||
"X = wine.data[:, :2] # берём первые два признака для визуализации\n",
|
||
"y = wine.target\n",
|
||
"\n",
|
||
"print(f\"\\nДатасет wine:\")\n",
|
||
"print(f\" - Описание: данные о химическом составе вин\")\n",
|
||
"print(f\" - Образцов: {X.shape[0]}\")\n",
|
||
"print(f\" - Признаков: {wine.data.shape[1]} (используем 2 для визуализации)\")\n",
|
||
"print(f\" - Классов: {len(wine.target_names)}\")\n",
|
||
"print(f\" - Классы: {wine.target_names}\")\n",
|
||
"\n",
|
||
"# Масштабирование (важно для svm!)\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"print(\" - Данные отмасштабированы (среднее=0, std=1)\")\n",
|
||
"\n",
|
||
"# Параметры svm\n",
|
||
"C = 1.0\n",
|
||
"\n",
|
||
"# Создаём модели (те же, что в оригинальном примере)\n",
|
||
"models = (\n",
|
||
" svm.SVC(kernel=\"linear\", C=C, random_state=42),\n",
|
||
" svm.LinearSVC(C=C, max_iter=10000, random_state=42),\n",
|
||
" svm.SVC(kernel=\"rbf\", gamma=0.7, C=C, random_state=42),\n",
|
||
" svm.SVC(kernel=\"poly\", degree=3, gamma=\"auto\", C=C, random_state=42),\n",
|
||
")\n",
|
||
"\n",
|
||
"# Обучаем модели\n",
|
||
"models = [clf.fit(X_scaled, y) for clf in models]\n",
|
||
"\n",
|
||
"# Заголовки для графиков\n",
|
||
"titles = (\n",
|
||
" \"SVC with linear kernel\",\n",
|
||
" \"LinearSVC (linear kernel)\",\n",
|
||
" \"SVC with RBF kernel\",\n",
|
||
" \"SVC with polynomial (degree 3) kernel\",\n",
|
||
")\n",
|
||
"\n",
|
||
"# Визуализация\n",
|
||
"fig, sub = plt.subplots(2, 2, figsize=(12, 10))\n",
|
||
"plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
|
||
"\n",
|
||
"X0, X1 = X_scaled[:, 0], X_scaled[:, 1]\n",
|
||
"\n",
|
||
"for clf, title, ax in zip(models, titles, sub.flatten()):\n",
|
||
" disp = DecisionBoundaryDisplay.from_estimator(\n",
|
||
" clf,\n",
|
||
" X_scaled,\n",
|
||
" response_method=\"predict\",\n",
|
||
" cmap=plt.cm.coolwarm,\n",
|
||
" alpha=0.8,\n",
|
||
" ax=ax,\n",
|
||
" xlabel=wine.feature_names[0], # alcohol\n",
|
||
" ylabel=wine.feature_names[1], # malic acid\n",
|
||
" )\n",
|
||
" ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors=\"k\")\n",
|
||
" ax.set_xticks(())\n",
|
||
" ax.set_yticks(())\n",
|
||
" ax.set_title(title)\n",
|
||
"\n",
|
||
"plt.suptitle('Real world dataset: svm классификаторы на датасете wine\\n(3 класса вин, 2 признака)', fontsize=14, y=1.02)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Вывод точности моделей (на 2 признаках)\n",
|
||
"print(\"\\n\" + \"=\"*40)\n",
|
||
"print(\"Точность моделей на wine dataset (2 признака)\")\n",
|
||
"print(\"=\"*40)\n",
|
||
"\n",
|
||
"for i, (clf, title) in enumerate(zip(models, titles)):\n",
|
||
" y_pred = clf.predict(X_scaled)\n",
|
||
" acc = accuracy_score(y, y_pred)\n",
|
||
" print(f\"{title:35}: {acc:.4f} ({acc*100:.1f}%)\")\n",
|
||
"\n",
|
||
"# Определение лучшего ядра\n",
|
||
"best_idx = np.argmax([accuracy_score(y, clf.predict(X_scaled)) for clf in models])\n",
|
||
"print(f\"\\nЛучшее ядро на 2 признаках: {titles[best_idx]}\")\n",
|
||
"\n",
|
||
"# Дополнительно: обучение на всех признаках для лучшего результата\n",
|
||
"print(\"\\n\" + \"=\"*40)\n",
|
||
"print(\"Обучение на всех признаках wine dataset\")\n",
|
||
"print(\"=\"*40)\n",
|
||
"\n",
|
||
"# Масштабируем все признаки\n",
|
||
"X_full = StandardScaler().fit_transform(wine.data)\n",
|
||
"\n",
|
||
"# Разделяем на обучающую и тестовую выборки\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(\n",
|
||
" X_full, y, test_size=0.2, random_state=42, stratify=y\n",
|
||
")\n",
|
||
"\n",
|
||
"# Обучаем лучшую модель (обычно rbf) на всех признаках\n",
|
||
"best_svm = svm.SVC(kernel=\"rbf\", gamma=0.7, C=C, random_state=42)\n",
|
||
"best_svm.fit(X_train, y_train)\n",
|
||
"y_pred_full = best_svm.predict(X_test)\n",
|
||
"acc_full = accuracy_score(y_test, y_pred_full)\n",
|
||
"\n",
|
||
"print(f\"Точность rbf svm на всех 13 признаках: {acc_full:.4f} ({acc_full*100:.1f}%)\")\n",
|
||
"\n",
|
||
"print(\"\\nКлассификационный отчёт (на тестовой выборке):\")\n",
|
||
"print(classification_report(y_test, y_pred_full, target_names=wine.target_names))\n",
|
||
"\n",
|
||
"print(\"\\n\" + \"=\"*40)\n",
|
||
"print(\"Вывод по real world dataset\")\n",
|
||
"print(\"=\"*40)\n",
|
||
"print(\"\"\"\n",
|
||
"- wine dataset содержит реальные химические показатели вин\n",
|
||
"- с двумя признаками точность ниже, так как теряется информация\n",
|
||
"- со всеми 13 признаками точность значительно выше\n",
|
||
"- rbf ядро показывает лучшие результаты\n",
|
||
"- реальные данные сложнее синтетических и требуют больше признаков\n",
|
||
"\"\"\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "2fa46e37-baba-4e55-a885-d5ad723ade7c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"## Результаты\n",
|
||
"\n",
|
||
"- Лучшее ядро: RBF\n",
|
||
"- Точность: (0,78 36)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "b45d3707-d580-4006-a87c-8627799df324",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"## Интерпретация\n",
|
||
"\n",
|
||
"RBF ядро показало лучшие результаты благодаря способности строить нелинейные границы. \n",
|
||
"Масштабирование данных критически важно для SVM. \n",
|
||
"Реальные данные сложнее синтетических и требуют больше признаков."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.14.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|