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July 7, 2018 16:11
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Decision Tree
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 決定木(Decision Tree)\n", | |
| "\n", | |
| "## 特徴\n", | |
| "\n", | |
| "Good\n", | |
| "\n", | |
| "* ホワイトボックスモデル(判断条件がわかる)\n", | |
| "* フィーチャーのスケーリング、センタリングが不要\n", | |
| "\n", | |
| "Bad\n", | |
| "\n", | |
| "* 過学習しやすい\n", | |
| "* 訓練セットの小さな変化に敏感に反応してしまい、不安定\n", | |
| " => sklearn が使っているアルゴリズムが確率的(フィーチャーを無作為に抽出して分割するため)\n", | |
| " そのため、同じ訓練データでも異なる決定木が出来上がることがある\n", | |
| "\n", | |
| "## パラメータ\n", | |
| "\n", | |
| "### 正則化ハイパーパラメータ\n", | |
| "\n", | |
| "非常にたくさんある\n", | |
| "\n", | |
| "よく調整するものの一例をあげる\n", | |
| "\n", | |
| "* max_depth : 木の最大深さ\n", | |
| "* min(max)_samples_left : 葉ノードが持たなければならない sample数の下限(上限)\n", | |
| "* min(max)_samples_split : ノードの分割に必要なサンプル数の下限(上限)\n", | |
| " => この値より小さい(大きい) ときでないと分割されなくなる\n", | |
| "* max_features : 各ノードで分割のために評価されるフィーチャー数の上限\n", | |
| "* max_leaf_nodes : 葉ノードの上限\n", | |
| "\n", | |
| "### その他\n", | |
| "\n", | |
| "`criterion`\n", | |
| "\n", | |
| "分割の指標値をどうするかを指定するパラメータ\n", | |
| "\n", | |
| "`gini` or `entropy` が指定可能\n", | |
| "\n", | |
| "デフォルトは `gini`\n", | |
| "\n", | |
| "* どちらも殆どの場合大差はない\n", | |
| "* gini のほうが若干高速\n", | |
| "* 時間があるのであれば、交差検証を試すのもあり" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# テンプレ\n", | |
| "import numpy as np\n", | |
| "np.random.seed(42)\n", | |
| "\n", | |
| "%matplotlib inline\n", | |
| "import matplotlib\n", | |
| "import matplotlib.pyplot as plt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# データの読み込み\n", | |
| "from sklearn.datasets import load_iris\n", | |
| "from sklearn.tree import DecisionTreeClassifier\n", | |
| "\n", | |
| "iris = load_iris()\n", | |
| "X = iris.data[:, 2:] # 花弁の長さ, 幅\n", | |
| "y = iris.target" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=2,\n", | |
| " max_features=None, max_leaf_nodes=None,\n", | |
| " min_impurity_decrease=0.0, min_impurity_split=None,\n", | |
| " min_samples_leaf=1, min_samples_split=2,\n", | |
| " min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n", | |
| " splitter='best')" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# 決定木を訓練する\n", | |
| "# max_depth= 2を与えることで、木の最大深さを2に制限する\n", | |
| "tree_clf = DecisionTreeClassifier(max_depth=2)\n", | |
| "tree_clf.fit(X, y)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from sklearn.tree import export_graphviz\n", | |
| "\n", | |
| "export_graphviz(\n", | |
| " tree_clf,\n", | |
| " out_file='./iris_tree.dot',\n", | |
| " feature_names=iris.feature_names[2:],\n", | |
| " class_names=iris.target_names,\n", | |
| " rounded=True,\n", | |
| " filled=True\n", | |
| ")\n", | |
| "\n", | |
| "# 以下で決定木の中身を見れる\n", | |
| "# dot -Tpng iris_tree.dot -o iris_tree.png\n", | |
| "# open iris_tree.png" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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ZMHfu3Lh5CNUQZhrrQ1/ChJ566qm4fpKJKBZuIpKjHpNcz4Ew4NhY9imOW4EwmEDsk+pd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\nBoNzUeQHJ/94iNxbBIhzaZz/llVHaf44d468NFfpksllAcPa0pHxKygv9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| |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from IPython.display import Image, display_png\n", | |
| "\n", | |
| "display_png(Image('./iris_tree.png'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## グラフ定義の見方\n", | |
| "\n", | |
| "最上部のボックスが ルートノード (root node) と呼ばれる\n", | |
| "\n", | |
| "この位置の深さ(depth) を `0` としている\n", | |
| "\n", | |
| "その下に紐付くのが子ノード\n", | |
| "\n", | |
| "子ノードを持たないものを 葉ノード(leaf node) と呼ぶ(色がついているノード)\n", | |
| "\n", | |
| "#### 例1) 花弁の長さ(petal length) が 2.45 cm の場合\n", | |
| "\n", | |
| "1. ルートノードの条件判定: petal length <= 2.45\n", | |
| " => True であるため、左の葉ノードに移動する\n", | |
| "2. 葉ノードであるため、そこに示された class が判定結果となる\n", | |
| "\n", | |
| "=> セトナ種(Setosa) と判定される\n", | |
| "\n", | |
| "#### 例2) 花弁の長さ(petal length) が 2.46 cm で 花弁の幅(petal width)が 1.75cm の場合\n", | |
| "\n", | |
| "1. ルートノードの条件判定: petal length <= 2.45\n", | |
| " => False であるため、右の子ノードに移動する\n", | |
| "2. 条件判定: petal width <= 1.75\n", | |
| " => True であるため、左の葉ノードに移動する\n", | |
| "3. 葉ノードであるため、そこに示された class が判定結果となる\n", | |
| "\n", | |
| "=> バーシクル種(versicolor) と判定される\n", | |
| "\n", | |
| "### samples とは\n", | |
| "\n", | |
| "そのノードが何件の訓練インスタンスを処理したかを示す\n", | |
| "\n", | |
| "samples = 54 の場合は、54件のインスタンスがこのノードに到達したことになる\n", | |
| "\n", | |
| "### value とは\n", | |
| "\n", | |
| "各クラスの訓練インスタンスのうち何個がこのノードの条件に当てはまったかを示す\n", | |
| "\n", | |
| "`[0, 1, 45]` の場合は\n", | |
| "\n", | |
| "`セトナ種: 0` , `バーシクル種: 1`, `バージニカ種: 45`\n", | |
| "\n", | |
| "を示している\n", | |
| "\n", | |
| "### gini とは\n", | |
| "\n", | |
| "ジニ係数 のことで、各ノードの不純度(impurity) を示す => 誤って分類する確率のようなもの\n", | |
| "\n", | |
| "ノードの条件に当てはまるすべての訓練インスタンスが同じクラスに属するならば\n", | |
| "\n", | |
| "gini = 0 となり そのノードは `純粋` であると言われる" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[[ 0. 0.90740741 0.09259259]]\n", | |
| "[[ 0. 0.90740741 0.09259259]]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# 確率の出力\n", | |
| "tree_clf = DecisionTreeClassifier(max_depth=2)\n", | |
| "tree_clf.fit(X, y)\n", | |
| "\n", | |
| "# 花弁の長さ: 5cm, 花弁の幅: 1.5cm を渡す\n", | |
| "proba = tree_clf.predict_proba([[5, 1.5]])\n", | |
| "# セトナは 0%, バーシクルは 90.7%(49/54), バージニカは 9.3%(5/54)\n", | |
| "print(proba)\n", | |
| "\n", | |
| "# 決定木内部の値をそのまま出しているため、花弁の幅を 1.6cm に変えたとしても確率は変化しない\n", | |
| "proba = tree_clf.predict_proba([[5, 1.6]])\n", | |
| "print(proba)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# max_depth=3 にして訓練する\n", | |
| "tree_clf = DecisionTreeClassifier(max_depth=3)\n", | |
| "tree_clf.fit(X, y)\n", | |
| "\n", | |
| "export_graphviz(\n", | |
| " tree_clf,\n", | |
| " out_file='./iris_tree_depth_3.dot',\n", | |
| " feature_names=iris.feature_names[2:],\n", | |
| " class_names=iris.target_names,\n", | |
| " rounded=True,\n", | |
| " filled=True\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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OAQs8sDt9+rQmMwJGONQgG6xTfv/9d71t1qyZs1hwaMJh7Ndff3Ur5w0RIAJE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Guvf4dUZZ48eVSi7Lx58wjSk+B8r1u3Tt9M7UP1U3DA4SSCYw9lHKjSIGEyKccbfUOa0tELko3J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mwhtw7VOHJsO5Wq0k9EUNjMbeQ7uAlJSnVBWg6Ff7GD0v67RXeSs8i5aTCf53DLne5zwmde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\nQVz01a3tPCg8txxYTt//8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nc8/2Z5snvAwsKCQCMXHBxMVapUKYnF5MnuIBPdXXZ2Nl2+\nfJni4+MpKysLRiYT1Wyu5lHtAcT6wPsBmHIfnyeDrhrP7c2bNwmBzNLS0sj8jnhUn76ybxfeHaA8\nDQkJoUqVKikDPJXyyiWD0JTyoubi5h4w94C5B8w9YO4Bcw+Ye8DcA+YeMPdAyXrgyOPNeF+ymzaX\nMveAuQfMPWDuAXMPmHvA3APmHjD3wGPbA2YF/rH96swNN/eAuQfMPWDuAXMPmHvA3APmHngae8Cs\nwD+N37r5ns09YO4Bcw+Ye8DcA+YeMPeAuQce2x74P360noCZcRHWAAAAAElFTkSuQmCC\n" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "display_png(Image('./iris_tree_depth_3.png'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[[ 0. 0.33333333 0.66666667]]\n", | |
| "[[ 0. 0.97916667 0.02083333]]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# max_depth = 3 の場合は 木の構造が異なるため、確率が変化する\n", | |
| "proba = tree_clf.predict_proba([[5, 1.5]])\n", | |
| "print(proba)\n", | |
| "\n", | |
| "proba = tree_clf.predict_proba([[4.9, 1.5]])\n", | |
| "print(proba)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.6.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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