{ "cells": [ { "cell_type": "markdown", "id": "acceptable-decimal", "metadata": {}, "source": [ "# Preprocessing to improve accuracy (Boston dataset revisited)\n", "\n", "
\n", " このページのオリジナルのipynbファイル\n", " トップページへ\n", "
\n", "\n", "\n", "機械学習による回帰分析の精度向上のために使われるいくつかの方法を試してみる。\n", "\n", "用いるサンプルデータセットはBostonである。\n" ] }, { "cell_type": "markdown", "id": "artistic-nashville", "metadata": {}, "source": [ "## Standardization\n", "\n", "線形重回帰の節\"でみたように、説明変数の値域に大きなばらつきがある場合は、それを揃えてから、回帰分析を行うのがよい。特に線形回帰やニューラルネットの場合はそうである。\n", "\n", "説明変数をスケールして、平均値をゼロ、標準偏差を1に揃えることを標準化(standardization)と呼び、scikit-learnにはそれを行うStandardScalerが用意されている。\n" ] }, { "cell_type": "markdown", "id": "italic-infection", "metadata": {}, "source": [ "### BostonデータのDataFrameへの読み込みと標準化\n", "\n", "sckit-learnのバージョン1.2からはbostonデータが削除されたので、データのラベルを削除した代替物をCMUのサイトから直接入手する。" ] }, { "cell_type": "code", "execution_count": 36, "id": "starting-orientation", "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "\n", "# データの読み込み\n", "# 新しいsklearnではbostonデータは廃止に\n", "# boston = datasets.load_boston()\n", "# features = pd.DataFrame(boston.data, columns=boston.feature_names)\n", "# targets = boston.target\n", "# features\n", "\n", "# 代替データ\n", "data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n", "raw_df = pd.read_csv(data_url, sep=\"\\s+\", skiprows=22, header=None)\n", "features = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n", "targets = raw_df.values[1::2, 2]" ] }, { "cell_type": "markdown", "id": "b8749fc4-ce25-43f1-b7d8-2728bbbeb5a5", "metadata": {}, "source": [ "### 精度検証の方法\n", "\n", "正規化(standardization)の効果をみるために、全データのうち8割(可変)を機械の訓練(training)データに、残りの2割を予測精度確認のためのテストデータに分け、前者で訓練した機械を使って、後者の説明変数の値を代入して予測値を計算し、観測値と比較する。\n", "\n", "よく用いられるのは決定係数(R2スコア)である。\n", "\n", "決定係数のWikipediaページ https://ja.wikipedia.org/wiki/%E6%B1%BA%E5%AE%9A%E4%BF%82%E6%95%B0\n", "\n", "\n", "訓練データの抽出(分割)はランダムに行う。 (train_test_splitの利用)" ] }, { "cell_type": "code", "execution_count": 51, "id": "46cbcfc2-2b12-4651-8269-3c51f902b09b", "metadata": { "tags": [] }, "outputs": [], "source": [ "# 訓練データとテストデータへの分割 \n", "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(features, targets, train_size=0.7, random_state=42)" ] }, { "cell_type": "code", "execution_count": 52, "id": "9e23af7f-4d46-4483-9072-3c0068811c2e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "354\n", "152\n" ] } ], "source": [ "print(len(X_train))\n", "print(len(X_test))" ] }, { "cell_type": "code", "execution_count": 53, "id": "2a94c3ff-2a82-49af-a226-52ddad6fc1f6", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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It scales data and then transform them to ndarray. \"fit\" returns an object. \n", "X_train_scaled" ] }, { "cell_type": "markdown", "id": "romantic-roads", "metadata": {}, "source": [ "### モデルの選択\n", "\n", "線形回帰とランダムフォレストを使ってパフォーマンスを検証する。\n", "\n", "- Linear Regression\n", "- Random Forest\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "directed-trout", "metadata": { "tags": [] }, "outputs": [], "source": [ "# モデルの選択\n", "\n", "model = [] # モデルをリストとして記憶\n", "\n", "# (1) 重回帰\n", "from sklearn.linear_model import LinearRegression\n", "model.append({\"model\": LinearRegression(), \"name\": \"Linear Regression\"})\n", "\n", "# (2)ランダムフォレスト回帰\n", "from sklearn.ensemble import RandomForestRegressor\n", "model.append({\"model\": RandomForestRegressor(n_estimators=100, oob_score=True, random_state=0),\n", " \"name\": \"Random Forest Regressor\"})\n" ] }, { "cell_type": "code", "execution_count": 59, "id": "0e047e3d-c742-4f8a-8684-800652389cee", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[{'model': LinearRegression(), 'name': 'Linear Regression'},\n", " {'model': RandomForestRegressor(oob_score=True, random_state=0),\n", " 'name': 'Random Forest Regressor'}]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model" ] }, { "cell_type": "markdown", "id": "municipal-floor", "metadata": {}, "source": [ "### 学習と評価\n", "\n", "scikit-learnにおける評価指標算出関数については、次のURLを参照してほしい。\n", "\n", "https://scikit-learn.org/stable/modules/model_evaluation.html#regression-metrics" ] }, { "cell_type": "code", "execution_count": 60, "id": "hungry-patrol", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear Regression\n", "R-2 score: 0.711\n", "Spearman correlation: 0.87\n", "Pearson correlation: 0.848\n", "Random Forest Regressor\n", "R-2 score: 0.874\n", "Spearman correlation: 0.902\n", "Pearson correlation: 0.936\n" ] } ], "source": [ "# 予測と評価\n", "from sklearn.metrics import r2_score\n", "from scipy.stats import spearmanr, pearsonr\n", "\n", "result = []\n", "X = X_train_scaled\n", "X_t = X_test_scaled\n", "\n", "for mlm in model:\n", " # 学習\n", " mlm['model'].fit(X, y_train)\n", " predicted_test = mlm['model'].predict(X_t)\n", " result.append({\"predictedVal\": predicted_test, \"observedVal\": y_test,\n", " \"name\": mlm['name']}) # To use later\n", " test_score = r2_score(y_test, predicted_test)\n", " spearman = spearmanr(y_test, predicted_test)\n", " pearson = pearsonr(y_test, predicted_test)\n", " print(mlm['name'])\n", " # print(f'Out-of-bag R-2 score estimate: {model.oob_score_:>5.3}') $ only for random forest\n", " print(f'R-2 score: {test_score:>5.3}')\n", " print(f'Spearman correlation: {spearman[0]:.3}')\n", " print(f'Pearson correlation: {pearson[0]:.3}')" ] }, { "cell_type": "markdown", "id": "about-fitness", "metadata": {}, "source": [ "### 推定値と実測値の比較 (散布図)\n", "\n" ] }, { "cell_type": "code", "execution_count": 61, "id": "satellite-feeding", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "# 予測と観測値の散布図\n", "num_fig = len(result)\n", "fig = plt.figure(figsize=(14,6))\n", "for i in range(num_fig):\n", " ax1 = fig.add_subplot(1,num_fig, i+1)\n", " ax1.scatter(result[i]['predictedVal'], result[i]['observedVal'])\n", " ax1.set_xlabel(\"Predicted value (Unit $1000)\")\n", " ax1.set_ylabel(\"Observed value\")\n", " ax1.set_title(result[i]['name'])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "catholic-change", "metadata": {}, "source": [ "## 説明変数の削減 - 主成分分析 (Principal Component Analysis: PCA)\n", "\n", "多数の説明変数(特徴量)がある場合、回帰分析を行う前処理として、目的変数とは関係ないものを削除を行うことがある。\n", "\n", "代表例として、主成分分析がある。\n", "\n", "特徴量の線形結合から、もっとも目的変数を説明できるものを選ぶ。比較的少数の量(線形結合)が見つかれば、それを説明変数として回帰分析を行う。\n", "\n", "多数のWebコンテンツがあるので、それらを参照してほしい。\n", "\n", "例:\n", "\n", "https://inoccu.com/docs/datascience/pca.html\n" ] }, { "cell_type": "code", "execution_count": 47, "id": "hawaiian-crack", "metadata": { "tags": [] }, "outputs": [], "source": [ "# データの正規化\n", "from sklearn.preprocessing import StandardScaler\n", "scaledFeatures = StandardScaler().fit_transform(features)\n", "\n", "# PCA\n", "import sklearn.decomposition as dec\n", "pca = dec.PCA()\n", "#pca.fit(scaledFeatures)\n", "x_pc = pca.fit_transform(scaledFeatures)" ] }, { "cell_type": "code", "execution_count": 45, "id": "productive-howard", "metadata": { "tags": [] }, "outputs": [], "source": [ "label = [\"CRIM: 人口 1 人当たりの犯罪発生数\",\n", " \"ZN: 25,000平方フィート以上の住居区画の占める割合\",\n", " \"INDUS: 小売業以外の商業が占める面積の割合\",\n", " \"CHAS: チャールズ川によるダミー変数 (1: 川の周辺, 0: それ以外)\",\n", " \"NOX: NOx の濃度\",\"RM: 住居の平均部屋数\",\n", " \"AGE: 1940 年より前に建てられた物件の割合\",\n", " \"DIS: 5 つのボストン市の雇用施設からの距離 (重み付け済)\",\n", " \"RAD: 環状高速道路へのアクセスしやすさ\",\n", " \"TAX: $10,000 ドルあたりの不動産税率の総計\",\n", " \"PTRATIO: 町毎の児童と教師の比率\",\n", " \"B: 町毎の黒人 (Bk) の比率を次の式で表したもの。 1000(Bk – 0.63)2\",\n", " \"LSTA: 給与の低い職業に従事する人口の割合 (%)]\"]" ] }, { "cell_type": "code", "execution_count": 78, "id": "gentle-confirmation", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8eac9b49a7104c8dbcea02d591bf640b", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['font.family'] = 'IPAGothic' # Linux上で日本語フォントを扱う場合\n", "# plt.rcParams['font.family'] = 'MS Gothic' # Windowsで日本語フォントが使えないとき利用\n", "color map\n", "import matplotlib.cm as cm\n", "cm4arrow = plt.get_cmap(\"tab20\")\n", "\n", "### plot\n", "x_data = x_pc[:,0]\n", "y_data = x_pc[:,1]\n", "pc0 = pca.components_[0]\n", "pc1 = pca.components_[1]\n", "plt.figure(figsize=(10,8))\n", "plt.scatter(x_data, y_data, c = targets/len(targets), cmap=cm.rainbow)\n", "for i in range(pc0.shape[0]):\n", " plt.arrow(0, 0, pc0[i]*8, pc1[i]*8, color=cm4arrow(i/len(label)), width=0.0005, head_width=0.1, alpha=0.9, label=label[i])\n", " # plt.text(pc0[i]*9, pc1[i]*9, features.columns.values[i], color=cm4arrow(i/len(label)), fontsize=12)\n", "plt.xlim([-6,6])\n", "plt.ylim([-6,6])\n", "plt.xlabel('Principal Component 1', fontsize = 14)\n", "plt.ylabel('Principal Component 2', fontsize = 14)\n", "plt.tick_params(labelsize = 14)\n", "plt.grid()\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "undefined-cleaners", "metadata": {}, "source": [ "- 第一主成分には、NOX,TAX, RAD, INDAS, CRIMなどが正の側に、DIS、ZNが負の側に大きく寄与しており、住居地としては不利な要素が表れている。\n", "- 第2主成分は、CHAS, RMなどが正の方向に、CRIM, DIS, PTRATIOなどが負の方向に寄与しており、良い居住環境を表す。\n", "\n", "点は、目的変数(target)である住宅価格を青から赤の rainbow color で表してある。高価格(赤色系)が左上に、安価なものが点は右下に分布していることと一致するが、それほど明確とは言えない。" ] }, { "cell_type": "markdown", "id": "tested-burden", "metadata": {}, "source": [ "第3成分をいれて3次元空間上でみたらどうだろうか?試してみよう。\n", "\n", "(notebookの中でプロットを視点を変えるなどをインタラクティブに行うには、\"%matplotlib nbagg\"にするのがコツである。)" ] }, { "cell_type": "code", "execution_count": 67, "id": "super-narrow", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "#%matplotlib widget\n", "%matplotlib inline\n", "\n", "# Figureを追加\n", "fig = plt.figure(figsize = (7, 7))\n", "\n", "# 3DAxesを追加\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "# Axesのタイトルを設定\n", "ax.set_title(\"PCA for Boston Data\", size = 20)\n", "\n", "# 軸ラベルを設定\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "\n", "x_data = x_pc[:,0]\n", "y_data = x_pc[:,1]\n", "z_data = x_pc[:,2]\n", "ax.scatter(x_data, y_data, z_data, c = targets/len(targets), cmap=cm.rainbow)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ee87b765-90b4-4a86-8526-0e65de40a454", "metadata": {}, "source": [ "一般に、説明変数の組み合わせ(線形結合)の一部を明確に抜き出すことができれば、回帰分析を行う際の前処理として変数削減を行うことができる。\n", "\n", "例えば、Bostonデータの13個の説明変数から、学習によって13個の変数の線形結合によって見つけた3つ変数だけによる予測を行う方法をとれば計算時間を短くできる。\n", "\n", "各項目の第1主成分の比率は次のようである。" ] }, { "cell_type": "code", "execution_count": 35, "id": "447b756a-bf5a-477e-8589-b16226d9b829", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([ 0.2509514 , -0.25631454, 0.34667207, 0.00504243, 0.34285231,\n", " -0.18924257, 0.3136706 , -0.32154387, 0.31979277, 0.33846915,\n", " 0.20494226, -0.20297261, 0.30975984])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_[0]" ] }, { "cell_type": "markdown", "id": "67133298-46cd-488a-9510-ee32e1e9f622", "metadata": {}, "source": [ "### Kernel PCA\n", "\n", "PCAは、分類問題に適用されることもある。\n", "\n", "下の例は、線形結合ではなく、カーネル法を用いたPCAの例である。線形結合ではないので、主成分が何を表すかはわからなくなるが、分類機として利用する場合は、これの方が有用な場合があるだろう。ここで扱ったBostonの例では、分類機としてKernelPCAのほうがよいとは言えない(と思う)。\n", "\n", "この場合は、住宅価格も1変数として加えて分析にかけるのが望ましいかもしれない。" ] }, { "cell_type": "code", "execution_count": 49, "id": "hungarian-usage", "metadata": { "tags": [] }, "outputs": [], "source": [ "dec_pca = dec.KernelPCA(kernel=\"rbf\")\n", "dec_pca_result = dec_pca.fit_transform(features)" ] }, { "cell_type": "code", "execution_count": 69, "id": "f3741589-536d-4c03-9946-bf8beb204542", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "506\n" ] } ], "source": [ "print(len(dec_pca_result))" ] }, { "cell_type": "code", "execution_count": 80, "id": "deluxe-organ", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(-0.05, 0.01)" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a3afd1c91cd04690928e6273519cfd38", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib widget\n", "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", "ax.scatter(dec_pca_result[:, 0], dec_pca_result[:, 1], c= targets/np.max(targets),\n", " cmap=plt.cm.rainbow)\n", "ax.set_xlabel('Principal Component 1', fontsize = 14)\n", "ax.set_ylabel('Principal Component 2', fontsize = 14)\n", "plt.tick_params(labelsize = 14)\n", "ax.set_xlim([-0.1,0.1])\n", "ax.set_ylim([-.05, 0.01])" ] }, { "cell_type": "markdown", "id": "sustained-bolivia", "metadata": {}, "source": [ "## Optimizing hyper-parameters\n", "\n", "それぞれのモデルのhyper-parametersは、利用者が与える必要があるが、数値的に試してみて、もっとも決定係数が良いものを選ぶこともよく行われる。\n", "\n", "scikit-learnに含まれるモジュールの解説は、次のURLにある。\n", "\n", "https://scikit-learn.org/stable/model_selection.html\n", "\n", "もっとも頻繁に用いられているのは、パラメータ範囲をすべて調べ上げる方法でGrid-Searchと呼ばれる。(SVCのプログラム例で、使ってみているので参照してほしい。https://toyoki-lab.ee.yamanashi.ac.jp/~toyoki/lectures/PracDataSci/svc_svm_in_scikit-learn.html#svc_with_kernel\n", "\n" ] }, { "cell_type": "markdown", "id": "terminal-individual", "metadata": {}, "source": [ "## Evaluating model performance\n", "\n", "モデルの妥当性の検証には、交差検定が用いられる。与えられたデータセットをトレーニングデータとテストデータに分け、トレーニングされたマシーンの予測精度をテストデータを使って検証することは、以前の節で行ってみた。\n", "\n", "その選び方によって、たまたま良い結果が得られたり、その逆であったりすることがあるため、データの分割を繰り返し、検証することを交差検定(cross-validation)とよぶ。https://scikit-learn.org/stable/model_selection.html の解説及びプログラム例を参照してほしい。\n", "\n", "モデルの選択だけではなく、モデルのパラメータ(SVMでのカーネルの選択や、ニューラルネットのレイヤやノード数など)の設定を交差検定で決めることはよく行われる。\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "marked-prime", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.16" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }