{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# **Метод k-ближайших соседей**\n", "\n", "▶ k-Nearest Neighbor, kNN\n", "\n", "\n", "* Используется в задачах как классификации, так и регрессии\n", "* Входит в семейство алгоритмов обучения с учителем:\n", "> Дан размеченный набор данных, состоящий из обучающих наблюдений $(x,y)$. \n", "> Требуется выявить зависимость между $x$ и $y$: определить функцию $f:X→Y$ так, чтобы по наблюдению $x$ функция $f(x)$ могла наиболее достоверно предсказать целевое значение $y$.\n", "\n", "---\n" ], "metadata": { "id": "HouWVph7xDQN" } }, { "cell_type": "markdown", "source": [ "В условиях **классификации** алгоритм kNN по существу сводится к **формированию большинства голосов между k экземплярами** (*данными наблюдений, использованных при обучении*), наиболее похожими на вновь рассматриваемое «невидимое» (*не используемое при обучении*) наблюдение. \n", "Сходство определяется в соответствии с **метрикой расстояния** между двумя точками данных.\n", "\n", "Пусть $x_i$ - экземпляр наблюдения с $p$ параметрами (*характеристиками, \"фичами\"*): \n", "\n", "$$x_i = (x_{i1}, x_{i2},..., x_{ip})$$\n", "\n", "$n$ - общее число наблюдений: $$i = (1, 2, ..., n)$$\n", "\n", "**Евклидово расстояние** между наблюдениями $x_i$ и $x_l$ :\n", "\n", "$$d(x_i, x_l) = \\sqrt{(x_{i1} - x_{l1})^2 + (x_{i2} - x_{l2})^2 + ... + (x_{ip} - x_{lp})^2 }$$\n", "\n", "$$d(x_i, x_l) = \\sqrt{\\sum_{j=1}^{p}(x_{ij} - x_{lj})^2}$$\n", "\n", "\n", "---\n", "\n" ], "metadata": { "id": "Tpv9GeNExLca" } }, { "cell_type": "markdown", "source": [ "🔎***Альтернативные метрики расстояния***:\n", "\n", "* **Манхэттенское расстояние** (расстояние Городских кварталов):\n", "$$d(x_i, x_l) = \\sum_{j=1}^{p}|x_{ij} - x_{lj}|$$\n", "* **Расстояние Чебышева** (максимальное расстояние):\n", "$$d(x_i, x_l) = \\max_{j}|x_{ij} - x_{lj}|$$\n", "* **Расстояние Хэмминга** (для бинарных векторов длины p):\n", "$$d(x_i, x_l) = \\sum_{j=1}^{p}(x_{ij} \\oplus x_{lj})$$\n", "где ⊕ - операция побитового XOR" ], "metadata": { "id": "UyvJIqhZxN3y" } }, { "cell_type": "markdown", "source": [ "# **Алгоритм для классификации**\n", "\n", "\n", "1. Выбрать число соседей $k$ и метрику расстояния для определения дистанции между наблюдениями $D(x_i, x_l) = distance(x_i, x_l)$.\n", "2. Для нового наблюдения $x_i$ отобрать $k$ ближайших соседей согласно метрике расстояния.\n", "3. Среди отобранных наблюдений рассчитать число объектов в каждом классе.\n", "4. Класс, в котором оказалось наибольшее число соседей, назначается для рассматриваемого наблюдения.\n", "\n", "![kNN.png](data:image/png;base64,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)\n", "\n", "Если среди $k$ соседей окажется равное количество экземпляров, принадлежащих разным классам, то возникает неоднозначность в определении класса для нового экземпляра.\n", "\n", "В таком случае **kNN** может применять различные стратегии для разрешения этой неоднозначности, например:\n", "\n", "\n", "* **Случайный выбор**\n", "> В случае равного количества соседей для разных классов, можно случайным образом выбрать один из классов из набора классов с наибольшим количеством соседей.\n", "* **Взвешенное голосование** \n", "> Можно применить взвешенное голосование, где каждый сосед имеет вес, зависящий, например, от расстояния до нового экземпляра. Это означает, что ближайшие соседи могут иметь больший вес при определении класса.\n", "---\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "nwdVK7xkxU-B" } }, { "cell_type": "markdown", "source": [ "**Как оценить результаты: Точность (Accuracy)** \n", ">**Смысл**: Доля правильных предсказаний (верно классифицированных объектов) среди всех предсказаний. \n", "\n", "$$\\text{Accuracy} = \\frac{\\text{число правильных предсказаний}}{\\text{общее число предсказаний}}\n", "= \\frac{\\sum_{i=1}^{N} \\mathbf{1}\\{y_i = \\hat{y}_i\\}}{N}$$" ], "metadata": { "id": "-rVu_eCSyFZt" } }, { "cell_type": "markdown", "source": [ "# **Алгоритм для регрессии**\n", "\n", "\n", "1. Выбрать число соседей $k$ и метрику расстояния для определения дистанции между наблюдениями $D(x_i, x_l) = distance(x_i, x_l)$.\n", "2. Для нового наблюдения $x_i$ отобрать $k$ ближайших соседей согласно метрике расстояния.\n", "3. Прогнозирование целевого значения $y_i$ осуществляется путем усреднения (или взвешивания) значений целевой переменной для $k$ ближайших соседей:\n", "$$\\hat{y} = \\frac{1}{k} \\sum_{neighbor=1}^{k} y_{neighbor}$$" ], "metadata": { "id": "Am6YOh1ewyzS" } }, { "cell_type": "markdown", "source": [ "# **Классификация**" ], "metadata": { "id": "xBusNe73nS9M" } }, { "cell_type": "markdown", "source": [ "### **Датасет**\n", "Датасет **Iris** - это набор данных, часто используемый в машинном обучении и статистике. Он содержит информацию о 150 образцах ирисов, по 50 образцов из каждого из трех видов ирисов:\n", "\n", "* Ирис щетинистый (Iris setosa)\n", "* Ирис версиколор (Iris versicolor)\n", "* Ирис виргинский (Iris virginica) \n", "\n", "Каждый образец ириса измеряется по четырем характеристикам (признакам):\n", "\n", "* Длина чашелистника (sepal length) в сантиметрах.\n", "* Ширина чашелистника (sepal width) в сантиметрах.\n", "* Длина лепестка (petal length) в сантиметрах.\n", "* Ширина лепестка (petal width) в сантиметрах. \n", "\n", "Датасет Iris часто используется для задач классификации и кластеризации, а также в учебных целях для демонстрации различных методов машинного обучения." ], "metadata": { "id": "hrnNu7VNLyVw" } }, { "cell_type": "markdown", "source": [ 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], "metadata": { "id": "s9y4roQaLs-1" } }, { "cell_type": "code", "source": [ "from sklearn.datasets import load_iris\n", "from sklearn.model_selection import train_test_split\n", "import numpy as np\n", "from collections import Counter\n", "from sklearn.metrics import accuracy_score" ], "metadata": { "id": "RmwqMWuOp6ES" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### 1. Загрузка данных и разбиение" ], "metadata": { "id": "YZixM-oWqJhG" } }, { "cell_type": "code", "source": [ "# Загружаем данные\n", "X, y = load_iris(return_X_y=True, as_frame=True)\n", "\n", "# Разделяем на обучающую и тестовую выборки\n", "X_train, X_test, y_train, y_test = train_test_split(X.values, y.values, random_state=0)\n", "\n", "print(\"Размеры:\", X_train.shape, X_test.shape)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HhNyXjnHqDsN", "outputId": "2e09b268-3867-45e5-f534-ea474893aac4" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Размеры: (112, 4) (38, 4)\n" ] } ] }, { "cell_type": "code", "source": [ "X" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "yHY4jUrHz7kT", "outputId": "b328097f-2062-4f56-8032-84cc03244039", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2\n", ".. ... ... ... ...\n", "145 6.7 3.0 5.2 2.3\n", "146 6.3 2.5 5.0 1.9\n", "147 6.5 3.0 5.2 2.0\n", "148 6.2 3.4 5.4 2.3\n", "149 5.9 3.0 5.1 1.8\n", "\n", "[150 rows x 4 columns]" ], "text/html": [ "\n", "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
05.13.51.40.2
14.93.01.40.2
24.73.21.30.2
34.63.11.50.2
45.03.61.40.2
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" ] }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "code", "source": [ "np.unique(y)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "uVUG5P_p0EzA", "outputId": "5a6e1eb8-78d7-4c5a-a1bb-f6abcea153e4", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([0, 1, 2])" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "markdown", "source": [ "### 2. Функция для вычисления расстояний" ], "metadata": { "id": "g5oll12BqOux" } }, { "cell_type": "code", "source": [ "def euclidean_distance(x1, x2):\n", " \"\"\"\n", " Евклидово расстояние между двумя векторами\n", " \"\"\"\n", " return np.sqrt(np.sum((x1 - x2) ** 2))" ], "metadata": { "id": "zJD6PQPaqRRg" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### 3. Поиск ближайших соседей" ], "metadata": { "id": "sBXy3murqXV6" } }, { "cell_type": "code", "source": [ "def get_neighbors(X_train, y_train, x_test, k):\n", " \"\"\"\n", " Находим k ближайших соседей для одного примера x_test\n", " \"\"\"\n", " distances = []\n", " for i, x_train in enumerate(X_train):\n", " dist = euclidean_distance(x_test, x_train)\n", " distances.append((dist, y_train[i]))\n", "\n", " # сортируем по расстоянию и выбираем k первых\n", " distances.sort(key=lambda x: x[0])\n", " neighbors = [label for (_, label) in distances[:k]]\n", " return neighbors" ], "metadata": { "id": "-gsxTlpvqrxU" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### 4. Голосование соседей" ], "metadata": { "id": "qrnR3hUrqtXJ" } }, { "cell_type": "code", "source": [ "def predict_one(X_train, y_train, x_test, k):\n", " neighbors = get_neighbors(X_train, y_train, x_test, k)\n", " # считаем, какая метка встречается чаще\n", " most_common = Counter(neighbors).most_common(1)\n", " return most_common[0][0]" ], "metadata": { "id": "STiyb3rdqv6v" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### 5. Предсказание для выборки" ], "metadata": { "id": "0-hojoPnrJBX" } }, { "cell_type": "code", "source": [ "def predict_knn(X_train, y_train, X_test, k):\n", " predictions = []\n", " for x in X_test:\n", " pred = predict_one(X_train, y_train, x, k)\n", " predictions.append(pred)\n", " return np.array(predictions)" ], "metadata": { "id": "1StAgvOHrLaz" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### ✍ Пошаговая демонстрация на одном примере" ], "metadata": { "id": "K75J3JzJrtZp" } }, { "cell_type": "code", "source": [ "# Выбираем первый тестовый пример\n", "x_example = X_test[0]\n", "true_label = y_test[0]\n", "\n", "print(\"Фичи тестового примера:\", x_example)\n", "print(\"Истинная метка:\", true_label)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XYvur4W6rw0a", "outputId": "337f0aad-8c49-4516-b3b3-3c280fb56b4b", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Фичи тестового примера: [5.8 2.8 5.1 2.4]\n", "Истинная метка: 2\n" ] } ] }, { "cell_type": "code", "source": [ "print(\"Вычисляем расстояния до всех объектов обучающей выборки\")\n", "\n", "# Собираем (dist, label, index)\n", "distances = []\n", "for i, x_tr in enumerate(X_train):\n", " d = euclidean_distance(x_example, x_tr)\n", " distances.append((d, int(y_train[i]), i))\n", "distances.sort(key=lambda x: x[0]) # сортируем по возрастанию расстояния" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3b8ZTilZsZTM", "outputId": "b9085646-df2f-4923-f03e-6e3d72bf5450", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Вычисляем расстояния до всех объектов обучающей выборки\n" ] } ] }, { "cell_type": "code", "source": [ "show_top = 10\n", "\n", "print(f\"\\n{show_top} ближайших (dist, label, train_index):\")\n", "for d, label, idx in distances[:show_top]:\n", " print(f\" index={idx:3d} dist={d: .4f} label={label}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Cdr9VzKytVUt", "outputId": "be1028b9-944c-49a0-a989-14ae8d804eee", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "10 ближайших (dist, label, train_index):\n", " index= 24 dist= 0.5099 label=2\n", " index= 99 dist= 0.5099 label=2\n", " index= 56 dist= 0.5196 label=2\n", " index= 38 dist= 0.6403 label=2\n", " index= 81 dist= 0.7280 label=2\n", " index= 92 dist= 0.7550 label=2\n", " index= 19 dist= 0.7746 label=2\n", " index=103 dist= 0.7874 label=1\n", " index= 54 dist= 0.7874 label=2\n", " index= 16 dist= 0.8124 label=2\n" ] } ] }, { "cell_type": "code", "source": [ "# Используем функцию get_neighbors для получения меток соседей\n", "\n", "k = 5\n", "\n", "neighbors_labels = get_neighbors(X_train, y_train, x_example, k=k)\n", "print(f\"Метки {k} ближайших соседей (get_neighbors):\", neighbors_labels)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sag-4cuhtlkC", "outputId": "2f2a4dc3-da26-4dcc-e083-40da60a73783", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Метки 5 ближайших соседей (get_neighbors): [np.int64(2), np.int64(2), np.int64(2), np.int64(2), np.int64(2)]\n" ] } ] }, { "cell_type": "code", "source": [ "# Подсчёт голосов\n", "vote_counts = Counter(neighbors_labels)\n", "print(\"Подсчёт голосов соседей:\", vote_counts)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "APueXY-ztw0S", "outputId": "0ade01f8-5de7-4f7f-ed2b-12807124cea4", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Подсчёт голосов соседей: Counter({np.int64(2): 5})\n" ] } ] }, { "cell_type": "code", "source": [ "# Итоговый ответ\n", "max_votes = max(vote_counts.values())\n", "prediction = [label for label, cnt in vote_counts.items() if cnt == max_votes]\n", "prediction" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CRGXpwPxuMGe", "outputId": "f34636b3-c6c4-4f8d-ecde-ee289c61294a", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[np.int64(2)]" ] }, "metadata": {}, "execution_count": 15 } ] }, { "cell_type": "code", "source": [ "# Предсказание при помощи функции\n", "func_prediction = predict_one(X_train, y_train, x_example, 5)\n", "func_prediction" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MWovdTsXvWao", "outputId": "989aec50-2316-49e9-deaa-88d6b4fcca4e", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.int64(2)" ] }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "markdown", "source": [ "### ✍ Поэкспериментируем со значением k" ], "metadata": { "id": "SSvr1bvbzeHl" } }, { "cell_type": "code", "source": [ "import time\n", "\n", "for k in [1, 3, 5, 7, 10, 13, 15, 50, 100]:\n", " start = time.time()\n", " y_pred = predict_knn(X_train, y_train, X_test, k=k)\n", " acc = accuracy_score(y_test, y_pred)\n", " end = time.time()\n", " elapsed = end - start\n", " print(f\"k={k}: accuracy = {acc:.3f}, время выполнения = {elapsed:.6f} сек\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qcdSwxfFv0Wn", "outputId": "1f593a4f-170d-4ba6-cc41-9f98efc1d4fb", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "k=1: accuracy = 0.974, время выполнения = 0.055698 сек\n", "k=3: accuracy = 0.974, время выполнения = 0.032783 сек\n", "k=5: accuracy = 0.974, время выполнения = 0.043865 сек\n", "k=7: accuracy = 0.974, время выполнения = 0.038435 сек\n", "k=10: accuracy = 0.974, время выполнения = 0.038465 сек\n", "k=13: accuracy = 0.974, время выполнения = 0.043089 сек\n", "k=15: accuracy = 0.974, время выполнения = 0.035615 сек\n", "k=50: accuracy = 0.895, время выполнения = 0.062582 сек\n", "k=100: accuracy = 0.605, время выполнения = 0.073137 сек\n" ] } ] }, { "cell_type": "code", "source": [ "# Равномерно распределяем значения k от 1 до 100 (например, 15 точек)\n", "k_values = np.linspace(1, 100, 15, dtype=int)\n", "k_values = np.unique(k_values)\n", "\n", "accuracies = []\n", "times = []\n", "\n", "for k in k_values:\n", " start = time.time()\n", " y_pred = predict_knn(X_train, y_train, X_test, k=k)\n", " acc = accuracy_score(y_test, y_pred)\n", " end = time.time()\n", " accuracies.append(acc)\n", " times.append(end - start)" ], "metadata": { "id": "FNPRqLuPy67O" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Графики\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(12, 5))\n", "\n", "plt.subplot(1, 2, 1)\n", "plt.plot(k_values, accuracies, marker='o')\n", "plt.title(\"Accuracy vs k\")\n", "plt.xlabel(\"k\")\n", "plt.ylabel(\"Accuracy\")\n", "plt.grid(True)\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(k_values, times, marker='o', color='orange')\n", "plt.title(\"Время выполнения vs k\")\n", "plt.xlabel(\"k\")\n", "plt.ylabel(\"Время (сек)\")\n", "plt.grid(True)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "1kVIRFz9y-Ry", "outputId": "39f6ccc5-d4ff-47cd-c174-e956aa252695", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "-----------------------" ], "metadata": { "id": "RqH7o5Uwp4qt" } }, { "cell_type": "markdown", "source": [ "# **k-NN в sklearn**" ], "metadata": { "id": "5AqwZID7waQo" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "A32wbuwjwKcl" }, "outputs": [], "source": [ "from mlxtend.plotting import plot_decision_regions\n", "from sklearn.neighbors import KNeighborsClassifier" ] }, { "cell_type": "markdown", "source": [ "## **Модель для классификации**" ], "metadata": { "id": "KcagAt8fwqNk" } }, { "cell_type": "code", "source": [ "X1, y1 = load_iris(return_X_y=True, as_frame=True)\n", "X1_train, X1_test, y1_train, y1_test = train_test_split(X1.values, y1.values, random_state=0)\n", "print(X1, y1, sep='\\n')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SYEGRqDlwTLd", "outputId": "ad8c2266-e8c7-4ae2-f3aa-863f976ce066", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2\n", ".. ... ... ... ...\n", "145 6.7 3.0 5.2 2.3\n", "146 6.3 2.5 5.0 1.9\n", "147 6.5 3.0 5.2 2.0\n", "148 6.2 3.4 5.4 2.3\n", "149 5.9 3.0 5.1 1.8\n", "\n", "[150 rows x 4 columns]\n", "0 0\n", "1 0\n", "2 0\n", "3 0\n", "4 0\n", " ..\n", "145 2\n", "146 2\n", "147 2\n", "148 2\n", "149 2\n", "Name: target, Length: 150, dtype: int64\n" ] } ] }, { "cell_type": "code", "source": [ "def decision_boundary_plot(X, y, X_train, y_train, clf, feature_indexes, title=None):\n", " feature1_name, feature2_name = X.columns[feature_indexes]\n", " X_feature_columns = X.values[:, feature_indexes]\n", " X_train_feature_columns = X_train[:, feature_indexes]\n", " clf.fit(X_train_feature_columns, y_train)\n", "\n", " plot_decision_regions(X=X_feature_columns, y=y.values, clf=clf)\n", " plt.xlabel(feature1_name)\n", " plt.ylabel(feature2_name)\n", " plt.title(title)" ], "metadata": { "id": "qtp-jjWpwngP" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# KNN classifier (scikit-learn)\n", "\n", "\n", "sk_knn_clf = KNeighborsClassifier()\n", "sk_knn_clf.fit(X1_train, y1_train)\n", "sk_knn_clf_pred_res = sk_knn_clf.predict(X1_test)\n", "sk_knn_clf_accuracy = accuracy_score(y1_test, sk_knn_clf_pred_res)\n", "\n", "print(f'sk KNN classifier accuracy: {sk_knn_clf_accuracy:}')\n", "print(sk_knn_clf_pred_res)\n", "\n", "feature_indexes = [2, 3]\n", "title1 = 'KNeighborsClassifier surface'\n", "decision_boundary_plot(X1, y1, X1_train, y1_train, sk_knn_clf, feature_indexes, title1)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 524 }, "id": "vI-XpqT_wfhx", "outputId": "152eeebf-4ad2-4f4d-f2ff-f681407c817e", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "sk KNN classifier accuracy: 0.9736842105263158\n", "[2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n", " 2]\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# **Алгоритм для регрессии**\n", "\n", "\n", "1. Выбрать число соседей $k$ и метрику расстояния для определения дистанции между наблюдениями $D(x_i, x_l) = distance(x_i, x_l)$.\n", "2. Для нового наблюдения $x_i$ отобрать $k$ ближайших соседей согласно метрике расстояния.\n", "3. Прогнозирование целевого значения $y_i$ осуществляется путем усреднения (или взвешивания) значений целевой переменной для $k$ ближайших соседей:\n", "$$\\hat{y} = \\frac{1}{k} \\sum_{neighbor=1}^{k} y_{neighbor}$$\n", "\n", "\n", "\n" ], "metadata": { "id": "ZhmYAxBCxtu-" } }, { "cell_type": "code", "source": [ "from sklearn.metrics import r2_score\n", "from sklearn.datasets import load_diabetes\n", "from sklearn.neighbors import KNeighborsRegressor" ], "metadata": { "id": "Rl0xUJ9O2zge" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "X2, y2 = load_diabetes(return_X_y=True, as_frame=True)\n", "X2_train, X2_test, y2_train, y2_test = train_test_split(X2.values, y2.values, random_state=0)\n", "print(X2, y2, sep='\\n')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bXiREq8GwXwy", "outputId": "94b58f8c-da0b-4a97-eb97-e7e2f9674c56", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " age sex bmi bp s1 s2 s3 \\\n", "0 0.038076 0.050680 0.061696 0.021872 -0.044223 -0.034821 -0.043401 \n", "1 -0.001882 -0.044642 -0.051474 -0.026328 -0.008449 -0.019163 0.074412 \n", "2 0.085299 0.050680 0.044451 -0.005670 -0.045599 -0.034194 -0.032356 \n", "3 -0.089063 -0.044642 -0.011595 -0.036656 0.012191 0.024991 -0.036038 \n", "4 0.005383 -0.044642 -0.036385 0.021872 0.003935 0.015596 0.008142 \n", ".. ... ... ... ... ... ... ... \n", "437 0.041708 0.050680 0.019662 0.059744 -0.005697 -0.002566 -0.028674 \n", "438 -0.005515 0.050680 -0.015906 -0.067642 0.049341 0.079165 -0.028674 \n", "439 0.041708 0.050680 -0.015906 0.017293 -0.037344 -0.013840 -0.024993 \n", "440 -0.045472 -0.044642 0.039062 0.001215 0.016318 0.015283 -0.028674 \n", "441 -0.045472 -0.044642 -0.073030 -0.081413 0.083740 0.027809 0.173816 \n", "\n", " s4 s5 s6 \n", "0 -0.002592 0.019907 -0.017646 \n", "1 -0.039493 -0.068332 -0.092204 \n", "2 -0.002592 0.002861 -0.025930 \n", "3 0.034309 0.022688 -0.009362 \n", "4 -0.002592 -0.031988 -0.046641 \n", ".. ... ... ... \n", "437 -0.002592 0.031193 0.007207 \n", "438 0.034309 -0.018114 0.044485 \n", "439 -0.011080 -0.046883 0.015491 \n", "440 0.026560 0.044529 -0.025930 \n", "441 -0.039493 -0.004222 0.003064 \n", "\n", "[442 rows x 10 columns]\n", "0 151.0\n", "1 75.0\n", "2 141.0\n", "3 206.0\n", "4 135.0\n", " ... \n", "437 178.0\n", "438 104.0\n", "439 132.0\n", "440 220.0\n", "441 57.0\n", "Name: target, Length: 442, dtype: float64\n" ] } ] }, { "cell_type": "code", "source": [ "sk_knn_reg = KNeighborsRegressor()\n", "sk_knn_reg.fit(X2_train, y2_train)\n", "sk_knn_reg_pred_res = sk_knn_reg.predict(X2_test)\n", "sk_knn_reg_r2 = r2_score(y2_test, sk_knn_reg_pred_res)\n", "\n", "print(f'sk KNN regressor R2 score: {sk_knn_reg_r2}')\n", "print(sk_knn_reg_pred_res)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vidQKQpxw1Ja", "outputId": "35f71a83-7af6-444b-9a67-0b446f48833b", "collapsed": true }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "sk KNN regressor R2 score: 0.18912404854026388\n", "[253.6 188.6 183.2 138.4 177.8 189.6 111.8 229. 178. 266.8 147.6 193.8\n", " 136.4 55.6 297.4 73.6 97.2 83.8 130.8 214.4 173.6 115.2 167.4 101.\n", " 186.8 175.6 97.2 75. 172.4 144.2 205.4 63.8 161.6 190.8 110.2 159.2\n", " 199.4 141.2 121.4 140.8 155.6 173.8 140.6 175.6 134.2 84.6 110.4 127.2\n", " 107.4 209.2 130.2 78.2 183.6 105. 227.4 160.4 155. 104.6 119.2 175.8\n", " 159.8 141.6 150.4 100.2 279.2 128.4 91.2 269.2 183.2 88.4 118. 151.6\n", " 74.8 97.8 126.2 140.4 127.4 223.6 236.6 191.2 111.6 219.8 69.6 169.4\n", " 87.6 92.6 112. 145.8 117. 153.2 115.2 92.8 67.6 172. 92.4 106.6\n", " 208.4 173.8 113.2 104.4 141.6 128.2 226. 87. 247.6 147.6 223.6 217.2\n", " 149. 72.6 182. ]\n" ] } ] } ] }