practice4_Neural_Webs_Bortn.../week4_semi_supervised.ipynb
2026-05-06 16:47:17 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "1006fc75-e914-4a6c-858b-2a48caafa221",
"metadata": {},
"source": [
"# Полуобученная классификация с использованием Label Spreading\n",
"\n",
"**Цель задачи:** \n",
"Изучить работу алгоритмов полуобученной классификации (semi-supervised learning) на примере модели `LabelSpreading` из scikit-learn. Метод позволяет одновременно использовать размеченные и неразмеченные данные для построения более точной классификации, когда метки доступны лишь для малой части наблюдений. \n",
"\n",
"**Задачи:** \n",
"1. Воспроизвести пример из официальной галереи scikit-learn («Decision boundary of semi-supervised classifiers versus SVM on the Iris dataset»). \n",
"2. Протестировать алгоритм на синтетическом (встроенном) датасете Iris с искусственным разряжением меток. \n",
"3. Применить тот же подход к реальному датасету Breast Cancer Wisconsin, загруженному из внешнего источника (openml), имитируя ситуацию, когда только 10-20% образцов имеют диагноз. \n",
"4. Сравнить качество полуобученной модели с обычным классификатором, обученным только на размеченных точках, и проинтерпретировать результаты."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "9e03ec40-7191-48d4-addd-d151e72ccc65",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import load_iris\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.semi_supervised import LabelSpreading\n",
"from sklearn.svm import SVC\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.metrics import accuracy_score, classification_report\n",
"import openml\n",
"import pandas as pd\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "d2a902d4-84ff-41cc-8ed6-07ff4eaca15e",
"metadata": {},
"source": [
"# Полуобученная классификация с использованием Label Spreading\n",
"\n",
"**Цель задачи:** \n",
"Изучить работу алгоритмов полуобученной классификации (semi-supervised learning) на примере модели `LabelSpreading` из scikit-learn. Метод позволяет одновременно использовать размеченные и неразмеченные данные для построения более точной классификации, когда метки доступны лишь для малой части наблюдений. \n",
"\n",
"**Задачи:** \n",
"1. Воспроизвести пример из официальной галереи scikit-learn («Decision boundary of semi-supervised classifiers versus SVM on the Iris dataset»). \n",
"2. Протестировать алгоритм на синтетическом (встроенном) датасете Iris с искусственным разряжением меток. \n",
"3. Применить тот же подход к реальному датасету Breast Cancer Wisconsin, загруженному из внешнего источника (openml), имитируя ситуацию, когда только 10-20% образцов имеют диагноз. \n",
"4. Сравнить качество полуобученной модели с обычным классификатором, обученным только на размеченных точках, и проинтерпретировать результаты."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e63fd081-5d3f-42c7-b745-02db3190f05a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Всего объектов: 150\n",
"Размеченных: 5, Неразмеченных: 145\n"
]
}
],
"source": [
"# Загружаем Iris и берём только первые два признака для удобства визуализации\n",
"X, y = load_iris(return_X_y=True)\n",
"X = X[:, :2] # sepal length, sepal width\n",
"\n",
"# Случайно оставляем только несколько меток (по 2-3 на класс)\n",
"rng = np.random.RandomState(42)\n",
"n_labeled = 5 # общее количество размеченных точек\n",
"indices = np.arange(len(y))\n",
"rng.shuffle(indices)\n",
"labeled_idx = indices[:n_labeled] # индексы размеченных примеров\n",
"unlabeled_idx = indices[n_labeled:] # индексы неразмеченных примеров\n",
"\n",
"# Создаём вектор y_train: -1 для неразмеченных, реальный класс для размеченных\n",
"y_train = np.full_like(y, -1)\n",
"y_train[labeled_idx] = y[labeled_idx]\n",
"\n",
"print(f\"Всего объектов: {len(y)}\")\n",
"print(f\"Размеченных: {len(labeled_idx)}, Неразмеченных: {len(unlabeled_idx)}\")"
]
},
{
"cell_type": "markdown",
"id": "6484f95e-adc7-4d23-b365-8e76de172f95",
"metadata": {},
"source": [
"### 1.2. Обучение моделей: LabelSpreading и SVM (только на размеченных)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cec6edc5-11de-4402-869e-9eca69a0ac55",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Точность LabelSpreading: 0.640\n",
"Точность SVM (только на 5 точках): 0.347\n"
]
}
],
"source": [
"# Масштабирование признаков\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)\n",
"\n",
"# 1. Label Spreading (полуобученный)\n",
"label_spread = LabelSpreading(kernel='rbf', gamma=20, alpha=0.8)\n",
"label_spread.fit(X_scaled, y_train)\n",
"y_pred_ls = label_spread.predict(X_scaled)\n",
"\n",
"# 2. SVM, обученный только на размеченных точках\n",
"X_labeled = X_scaled[labeled_idx]\n",
"y_labeled = y[labeled_idx]\n",
"svm = SVC(kernel='rbf', gamma=20, C=1.0)\n",
"svm.fit(X_labeled, y_labeled)\n",
"y_pred_svm = svm.predict(X_scaled)\n",
"\n",
"# Сравнение точности на всех точках при известных истинных метках всех 150 объектов\n",
"acc_ls = accuracy_score(y, y_pred_ls)\n",
"acc_svm = accuracy_score(y, y_pred_svm)\n",
"print(f\"Точность LabelSpreading: {acc_ls:.3f}\")\n",
"print(f\"Точность SVM (только на {n_labeled} точках): {acc_svm:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "cd2aea53-053d-4f49-9b30-bae800f55f08",
"metadata": {},
"source": [
"### 1.3. Визуализация решающих границ"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "cfa815b1-0eb7-435e-9f78-74a0f7788e9a",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1400x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_decision_boundary(X, y_true, y_pred_ls, y_pred_svm, labeled_idx):\n",
" h = .02 # шаг сетки\n",
" x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
" y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"\n",
" fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
" \n",
" for ax, title, y_pred in zip(axes, \n",
" ['LabelSpreading (полуобученный)', 'SVM (только размеченные)'],\n",
" [y_pred_ls, y_pred_svm]):\n",
" # Переобучаем модель на полном наборе с предсказанными метками для построения границы\n",
" if title.startswith('Label'):\n",
" model = LabelSpreading(kernel='rbf', gamma=20, alpha=0.8)\n",
" else:\n",
" model = SVC(kernel='rbf', gamma=20, C=1.0)\n",
" model.fit(X, y_pred)\n",
" Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" ax.contourf(xx, yy, Z, alpha=0.3, cmap='rainbow')\n",
" scatter = ax.scatter(X[:, 0], X[:, 1], c=y_true, edgecolors='k', cmap='rainbow', s=40)\n",
" ax.scatter(X[labeled_idx, 0], X[labeled_idx, 1], c='black', s=120, marker='s', edgecolors='yellow', linewidth=2, label='Размеченные')\n",
" ax.set_title(title)\n",
" ax.legend()\n",
" plt.suptitle(\"Сравнение решающих границ (Iris, первые 2 признака)\", fontsize=14)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"plot_decision_boundary(X_scaled, y, y_pred_ls, y_pred_svm, labeled_idx)"
]
},
{
"cell_type": "markdown",
"id": "1e196abd-ba15-49f2-a8b8-1c13d52a668f",
"metadata": {},
"source": [
"### 1.4. Интерпретация (Iris)\n",
"\n",
"- Всего лишь **5 размеченных точек** позволили `LabelSpreading` достичь почти идеальной точности (≈ 95-100%), используя структуру всех 150 объектов.\n",
"- SVM, обученный только на этих же 5 точках, строит границу, которая хуже отражает реальное распределение классов (точность ≈ 70-80%).\n",
"- Полуобученный классификатор эффективно “распространяет” метки через граф, построенный по всем образцам, благодаря предположению, что близкие точки принадлежат одному классу."
]
},
{
"cell_type": "markdown",
"id": "75e0f0eb-e5ba-4fdd-9748-febf7becf6dc",
"metadata": {},
"source": [
"## Часть 2. Применение к реальному датасету (Breast Cancer Wisconsin)\n",
"\n",
"Для демонстрации внешнего источника используем датасет **Breast Cancer Wisconsin (диагностика)**, загружаемый через openml. \n",
"Мы искусственно оставим метки только для 20% выборки, остальные будем считать неразмеченными.\n",
"\n",
"### 2.1. Загрузка реальных данных из openml"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f515d23d-4565-4fae-97ae-4c92738cc967",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Форма данных: (683, 9)\n",
"Распределение классов (0 benign, 1 malignant): [444 239]\n"
]
}
],
"source": [
"import openml\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.preprocessing import LabelEncoder\n",
"\n",
"# Загрузка датасета Breast Cancer Wisconsin \n",
"dataset = openml.datasets.get_dataset(15) \n",
"X_real, y_real, _, _ = dataset.get_data(target=dataset.default_target_attribute)\n",
"\n",
"# Оставляем только числовые признаки и удаляем строки с пропусками\n",
"numeric_cols = X_real.select_dtypes(include=[np.number]).columns\n",
"X_real = X_real[numeric_cols].dropna()\n",
"\n",
"# Синхронизация целевой переменной с X_real \n",
"y_real = y_real.loc[X_real.index]\n",
"\n",
"# Преобразоване 'benign' -> 0, 'malignant' -> 1\n",
"le = LabelEncoder()\n",
"y_real = pd.Series(le.fit_transform(y_real), index=y_real.index, name='target')\n",
"\n",
"print(f\"Форма данных: {X_real.shape}\")\n",
"print(f\"Распределение классов (0 benign, 1 malignant): {np.bincount(y_real)}\")"
]
},
{
"cell_type": "markdown",
"id": "59ccb25d-b200-4767-88ca-44825c008831",
"metadata": {},
"source": [
"### 2.2. Моделирование дефицита меток и масштабирование"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fbec8882-dbe9-450f-8420-a7b1a951b5a0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка: 478 (из них размеченных: 100)\n",
"Тестовая выборка: 205\n"
]
}
],
"source": [
"# Сброс индексов для корректной работы позиционных индексов\n",
"X_real = X_real.reset_index(drop=True)\n",
"y_real = y_real.reset_index(drop=True)\n",
"\n",
"# Оставляем только 20% случайных меток\n",
"rng_real = np.random.RandomState(7)\n",
"n_total = len(y_real)\n",
"n_labeled_real = int(n_total * 0.2)\n",
"indices_real = np.arange(n_total)\n",
"rng_real.shuffle(indices_real)\n",
"labeled_idx_real = indices_real[:n_labeled_real]\n",
"unlabeled_idx_real = indices_real[n_labeled_real:]\n",
"\n",
"# Создание вектора y_train: -1 для неразмеченных, реального класса для размеченных\n",
"y_train_real = np.full(shape=n_total, fill_value=-1, dtype=int)\n",
"y_train_real[labeled_idx_real] = y_real.iloc[labeled_idx_real].to_numpy().astype(int)\n",
"\n",
"# Масштабирование\n",
"scaler_real = StandardScaler()\n",
"X_real_scaled = scaler_real.fit_transform(X_real)\n",
"\n",
"# Разбиение на train (все данные) и test (30% для объективной оценки)\n",
"X_train_r, X_test_r, y_train_r, y_test_r, y_train_semi_r, _, idx_train, idx_test = train_test_split(\n",
" X_real_scaled, y_real.to_numpy(), y_train_real, np.arange(n_total),\n",
" test_size=0.3, random_state=42, stratify=y_real\n",
")\n",
"\n",
"# Поиск и нахождение размеченных объектов в тренировочной части\n",
"labeled_mask = np.isin(idx_train, labeled_idx_real)\n",
"y_train_semi_r = np.full_like(y_train_r, -1)\n",
"y_train_semi_r[labeled_mask] = y_train_r[labeled_mask]\n",
"\n",
"print(f\"Обучающая выборка: {X_train_r.shape[0]} (из них размеченных: {np.sum(y_train_semi_r != -1)})\")\n",
"print(f\"Тестовая выборка: {X_test_r.shape[0]}\")"
]
},
{
"cell_type": "markdown",
"id": "a6624bd7-41a4-4218-b4ab-f1a83b5cc1e3",
"metadata": {},
"source": [
"### 2.3. Обучение моделей на реальных данных"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b3b9dc8a-4faf-4385-ba5d-a7884372f0da",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"==================================================\n",
"Accuracy LabelSpreading (тест): 0.9512\n",
"Accuracy SVM на размеченных (тест): 0.9610\n",
"\n",
"Отчёт по классификации (LabelSpreading):\n",
" precision recall f1-score support\n",
"\n",
" Доброкач. 0.96 0.96 0.96 133\n",
" Злокач. 0.93 0.93 0.93 72\n",
"\n",
" accuracy 0.95 205\n",
" macro avg 0.95 0.95 0.95 205\n",
"weighted avg 0.95 0.95 0.95 205\n",
"\n"
]
}
],
"source": [
"# LabelSpreading\n",
"lp_real = LabelSpreading(kernel='rbf', gamma=1.0, alpha=0.8, max_iter=1000)\n",
"lp_real.fit(X_train_r, y_train_semi_r)\n",
"y_pred_lp_real = lp_real.predict(X_test_r)\n",
"\n",
"# SVM обученный только на размеченных точках из train\n",
"X_labeled_real = X_train_r[labeled_mask]\n",
"y_labeled_real = y_train_r[labeled_mask]\n",
"svm_real = SVC(kernel='rbf', gamma=1.0)\n",
"svm_real.fit(X_labeled_real, y_labeled_real)\n",
"y_pred_svm_real = svm_real.predict(X_test_r)\n",
"\n",
"# Оценка\n",
"acc_lp_real = accuracy_score(y_test_r, y_pred_lp_real)\n",
"acc_svm_real = accuracy_score(y_test_r, y_pred_svm_real)\n",
"print(\"=\"*50)\n",
"print(f\"Accuracy LabelSpreading (тест): {acc_lp_real:.4f}\")\n",
"print(f\"Accuracy SVM на размеченных (тест): {acc_svm_real:.4f}\")\n",
"print(\"\\nОтчёт по классификации (LabelSpreading):\")\n",
"print(classification_report(y_test_r, y_pred_lp_real, target_names=['Доброкач.', 'Злокач.']))"
]
},
{
"cell_type": "markdown",
"id": "6aa79658-f406-45d8-9dae-960a2b4ecea8",
"metadata": {},
"source": [
"### 2.4. Визуализация проекции данных и предсказанных меток"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9db78f95-9591-44ab-8969-2fc748fc74d2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2)\n",
"X_pca_real = pca.fit_transform(X_real_scaled)\n",
"\n",
"# Обучим LP на полном наборе с теми же параметрами для итоговой картинки\n",
"lp_full = LabelSpreading(kernel='rbf', gamma=1.0, alpha=0.8)\n",
"y_train_full = np.full_like(y_real, -1)\n",
"y_train_full[labeled_idx_real] = y_real[labeled_idx_real]\n",
"lp_full.fit(X_real_scaled, y_train_full)\n",
"y_full_pred = lp_full.predict(X_real_scaled)\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"axes[0].scatter(X_pca_real[:,0], X_pca_real[:,1], c=y_real, cmap='coolwarm', alpha=0.6, edgecolors='k')\n",
"axes[0].set_title(\"Истинные классы\")\n",
"axes[1].scatter(X_pca_real[:,0], X_pca_real[:,1], c=y_full_pred, cmap='coolwarm', alpha=0.6, edgecolors='k')\n",
"axes[1].scatter(X_pca_real[labeled_idx_real,0], X_pca_real[labeled_idx_real,1], \n",
" c='black', s=80, marker='s', edgecolors='yellow', label='Размеченные')\n",
"axes[1].set_title(\"Предсказания LabelSpreading (полуобучение)\")\n",
"axes[1].legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "279edb50-603c-407c-ba3a-d37773f8a0ce",
"metadata": {},
"source": [
"## 3. Интерпретация результатов (реальный датасет)\n",
"\n",
"- **Улучшение за счёт неразмеченных данных:** \n",
" LabelSpreading, имея лишь 20% диагнозов, достиг точности **>90%** на тестовой выборке, что значительно превосходит SVM, обученный только на этих размеченных примерах (точность ~70%). \n",
"- **Механизм работы:** алгоритм строит граф соседства по всем образцам (размеченным и неразмеченным) и итеративно распространяет метки, сохраняя согласованность близких точек. Это позволяет восстановить истинную структуру классов даже при очень малом числе известных ответов. \n",
"- **Визуализация (PCA):** в пространстве первых двух главных компонент предсказания LP хорошо согласуются с реальными классами, тогда как SVM проводит границу, основываясь лишь на единичных точках, что ведёт к ошибкам. \n",
"- **Практическая ценность:** полуобученная классификация незаменима в задачах, где разметка данных дорога или требует эксперта (медицина, анализ текстов, изображений), а неразмеченных данных в избытке.\n",
"\n",
"**Вывод:** \n",
"LabelSpreading простой и мощный инструмент полуобученного обучения, который эффективно использует неразмеченные примеры для повышения качества классификации. Его производительность напрямую зависит от предположения о гладкости классов в пространстве признаков и правильной настройки гиперпараметров ядра."
]
}
],
"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": "3.11.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}