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@adam2392
Created January 11, 2022 20:09
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Comparing Axis-aligned and Oblique trees
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{
"cells": [
{
"cell_type": "markdown",
"id": "b1eb13a2-3f0c-4c4f-8898-b60401161c32",
"metadata": {},
"source": [
"# Comparisons of Axis-Aligned and Oblique Random Forests\n",
"\n",
"We refer to the scikit-learn tutorial in [1](https://scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html#sphx-glr-auto-examples-tree-plot-iris-dtc-py) that shows a similar comparison for regular axis-aligned Decision trees.\n",
"\n",
"[1] https://scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html#sphx-glr-auto-examples-tree-plot-iris-dtc-py\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a226975f-af9c-406c-a180-8afad42f8f83",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" active environment : base\n",
" active env location : /Users/adam2392/miniconda3\n",
" shell level : 1\n",
" user config file : /Users/adam2392/.condarc\n",
" populated config files : /Users/adam2392/.condarc\n",
" conda version : 4.11.0\n",
" conda-build version : not installed\n",
" python version : 3.9.5.final.0\n",
" virtual packages : __osx=10.16=0\n",
" __unix=0=0\n",
" __archspec=1=x86_64\n",
" base environment : /Users/adam2392/miniconda3 (writable)\n",
" conda av data dir : /Users/adam2392/miniconda3/etc/conda\n",
" conda av metadata url : None\n",
" channel URLs : https://conda.anaconda.org/conda-forge/osx-64\n",
" https://conda.anaconda.org/conda-forge/noarch\n",
" package cache : /Users/adam2392/miniconda3/pkgs\n",
" /Users/adam2392/.conda/pkgs\n",
" envs directories : /Users/adam2392/miniconda3/envs\n",
" /Users/adam2392/.conda/envs\n",
" platform : osx-64\n",
" user-agent : conda/4.11.0 requests/2.26.0 CPython/3.9.5 Darwin/20.6.0 OSX/10.16\n",
" UID:GID : 501:20\n",
" netrc file : None\n",
" offline mode : False\n",
"\n"
]
}
],
"source": [
"!conda info"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "927fc9cd-0d75-409c-b164-b2d5b2ad562c",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"import numpy as np\n",
"\n",
"import sklearn\n",
"from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree \n",
"from sklearn.datasets import load_iris\n",
"from sklearn.model_selection import cross_val_score\n",
"\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "291cee3c-a95b-4a47-9851-e3eb66c060fb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.8.12 | packaged by conda-forge | (default, Oct 12 2021, 21:25:50) \n",
"[Clang 11.1.0 ]\n",
"1.1.dev0\n"
]
}
],
"source": [
"print (sys.version)\n",
"print(sklearn.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5f2d629f-83f5-4854-ade0-5c1143f55f7a",
"metadata": {},
"outputs": [],
"source": [
"# set random seed\n",
"random_state = 123456"
]
},
{
"cell_type": "markdown",
"id": "bf31de40-e8c5-47e8-8c6b-0703dc88feec",
"metadata": {},
"source": [
"First, let's load in some data. For comparisons to the regular ``DecisionTreeClassifier``, we will use the iris dataset."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6fc42ef6-5d1d-4344-8c04-823d4ca29375",
"metadata": {},
"outputs": [],
"source": [
"iris = load_iris()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a5c80a35-a868-4637-8db7-de5b4ccdcebe",
"metadata": {},
"outputs": [],
"source": [
"X, y = iris.data, iris.target"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "49079dae-149a-4411-a69b-9e0b197a86a8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10\n",
"10-Fold CV score for axis-aligned decision tree is: 0.9466666666666667 +/- 0.0581186525805423\n"
]
}
],
"source": [
"# either axis-aligned\n",
"clf = DecisionTreeClassifier(random_state=random_state)\n",
"\n",
"cv_scores = cross_val_score(clf, X, y, scoring='accuracy', cv=10)\n",
"\n",
"print(len(cv_scores))\n",
"print(f'10-Fold CV score for axis-aligned decision tree is: {np.mean(cv_scores)} +/- {np.std(cv_scores)}')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "00138c98-b0d0-433b-b47d-336ffb858f35",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10\n",
"10-Fold CV score for oblique decision tree is: 0.9533333333333334 +/- 0.04268749491621898\n"
]
}
],
"source": [
"# or oblique\n",
"# n_features = X.shape[1]\n",
"clf = ObliqueDecisionTreeClassifier(max_features=n_features, random_state=random_state)\n",
"cv_scores = cross_val_score(clf, X, y, scoring='accuracy', cv=10)\n",
"\n",
"print(len(cv_scores))\n",
"print(f'10-Fold CV score for oblique decision tree is: {np.mean(cv_scores)} +/- {np.std(cv_scores)}')"
]
},
{
"cell_type": "markdown",
"id": "420f4ad9-80fe-45fa-9693-6599043bf54a",
"metadata": {},
"source": [
"### Exploring the Decision Surface of an Oblique Tree"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "60cc6590-df78-4b86-82dd-badedbf0f472",
"metadata": {},
"outputs": [],
"source": [
"# Parameters\n",
"n_classes = 3\n",
"plot_colors = \"ryb\"\n",
"plot_step = 0.02"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "0d479b68-26fd-4ae0-ad1f-1feb99cbaea8",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]):\n",
" # We only take the two corresponding features\n",
" X = iris.data[:, pair]\n",
" y = iris.target\n",
"\n",
" # Train\n",
" clf = DecisionTreeClassifier(random_state=random_state)\n",
" clf.fit(X, y)\n",
"\n",
" # Plot the decision boundary\n",
" plt.subplot(2, 3, pairidx + 1)\n",
"\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(\n",
" np.arange(x_min, x_max, plot_step), np.arange(y_min, y_max, plot_step)\n",
" )\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
"\n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" cs = plt.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu)\n",
"\n",
" plt.xlabel(iris.feature_names[pair[0]])\n",
" plt.ylabel(iris.feature_names[pair[1]])\n",
" # Plot the training points\n",
" for i, color in zip(range(n_classes), plot_colors):\n",
" idx = np.where(y == i)\n",
" plt.scatter(\n",
" X[idx, 0],\n",
" X[idx, 1],\n",
" c=color,\n",
" label=iris.target_names[i],\n",
" cmap=plt.cm.RdYlBu,\n",
" edgecolor=\"black\",\n",
" s=15,\n",
" )\n",
"\n",
"plt.suptitle(\"Decision surface of an axis-aligned decision tree using paired features\")\n",
"plt.legend(loc=\"lower right\", borderpad=0, handletextpad=0)\n",
"plt.axis(\"tight\")\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"clf = ObliqueDecisionTreeClassifier().fit(iris.data, iris.target)\n",
"plot_tree(clf, filled=True, fontsize=10)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "3974ebf5-48ef-490e-b16a-6580ce02ed66",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]):\n",
" # We only take the two corresponding features\n",
" X = iris.data[:, pair]\n",
" y = iris.target\n",
"\n",
" # Train\n",
" n_features = X.shape[1]\n",
" clf = ObliqueDecisionTreeClassifier(max_features=n_features*2, random_state=random_state)\n",
" clf.fit(X, y)\n",
"\n",
" # Plot the decision boundary\n",
" plt.subplot(2, 3, pairidx + 1)\n",
"\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(\n",
" np.arange(x_min, x_max, plot_step), np.arange(y_min, y_max, plot_step)\n",
" )\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
"\n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" cs = plt.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu)\n",
"\n",
" plt.xlabel(iris.feature_names[pair[0]])\n",
" plt.ylabel(iris.feature_names[pair[1]])\n",
" # Plot the training points\n",
" for i, color in zip(range(n_classes), plot_colors):\n",
" idx = np.where(y == i)\n",
" plt.scatter(\n",
" X[idx, 0],\n",
" X[idx, 1],\n",
" c=color,\n",
" label=iris.target_names[i],\n",
" cmap=plt.cm.RdYlBu,\n",
" edgecolor=\"black\",\n",
" s=15,\n",
" )\n",
"\n",
"plt.suptitle(\"Decision surface of an oblique decision tree using paired features\")\n",
"plt.legend(loc=\"lower right\", borderpad=0, handletextpad=0)\n",
"plt.axis(\"tight\")\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"clf = ObliqueDecisionTreeClassifier().fit(iris.data, iris.target)\n",
"plot_tree(clf, filled=True, fontsize=10)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6d4115cc-df89-493f-8d1d-f28d8e9ba758",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "608245ec-a062-44ba-998e-9282875d660e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"interpreter": {
"hash": "68c0fcc9d6ee6bc230a17b6fce373b41054a13940344a72ea04cf8e2d305b941"
},
"kernelspec": {
"display_name": "sklearnm138",
"language": "python",
"name": "sklearnm138"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.12"
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},
"nbformat": 4,
"nbformat_minor": 5
}
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