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@brianspiering
Last active November 16, 2018 03:26
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Explore the performance of common classifier in the presence of noise
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Explore the performance of common classifier in the presence of noise\n",
"-----\n",
"\n",
"The current contenders are:\n",
"\n",
"- k-nearest neighbors algorithm (k-NN)\n",
"- Random Forest™\n",
"- Decision Tree"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"reset -fs"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.datasets import make_moons\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"import seaborn as sns\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"palette = \"Dark2\"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Noise: 0.0\n",
"KNeighborsClassifier : 1.0000\n",
"RandomForestClassifier : 1.0000\n",
"DecisionTreeClassifier : 1.0000\n",
"\n",
"Noise: 0.25\n",
"KNeighborsClassifier : 0.9377\n",
"RandomForestClassifier : 0.9337\n",
"DecisionTreeClassifier : 0.9183\n",
"\n",
"Noise: 0.5\n",
"KNeighborsClassifier : 0.7963\n",
"RandomForestClassifier : 0.7903\n",
"DecisionTreeClassifier : 0.7493\n",
"\n",
"Noise: 0.75\n",
"KNeighborsClassifier : 0.7130\n",
"RandomForestClassifier : 0.7177\n",
"DecisionTreeClassifier : 0.6637\n",
"\n",
"Noise: 1.0\n",
"KNeighborsClassifier : 0.6753\n",
"RandomForestClassifier : 0.6647\n",
"DecisionTreeClassifier : 0.6347\n"
]
}
],
"source": [
"for noise in np.linspace(0, 1, num=5):\n",
" print()\n",
" print(f\"Noise: {noise}\")\n",
" noisy_moons = make_moons(n_samples=10_000, noise=noise, random_state=42)\n",
" X_train, X_test, y_train, y_test = train_test_split(noisy_moons[0], noisy_moons[1], test_size=0.3, random_state=42)\n",
"\n",
" pipe_knn = Pipeline([('clf', KNeighborsClassifier())])\n",
" pipe_dt = Pipeline([('clf', DecisionTreeClassifier(random_state=42))]) \n",
" pipe_rf = Pipeline([('clf', RandomForestClassifier(random_state=42))]) \n",
"\n",
" pipelines = [pipe_knn, pipe_rf, pipe_dt]\n",
"\n",
" for pipe in pipelines:\n",
" pipe.fit(X_train, y_train)\n",
" name = pipe.steps[-1][1].__class__.__name__.split('.')[-1] # Fluent like a boss\n",
" print(f\"{name:<24}: {pipe.score(X_test, y_test):.4f}\")\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Visual inspection of data\n",
"sns.scatterplot(x=noisy_moons[0][:, 0],\n",
" y=noisy_moons[0][:, 1],\n",
" hue=noisy_moons[1]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Summary\n",
"-----\n",
"\n",
"K-NN and Random Forest™ consisently out peform decision tree across different noise levels"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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