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{
"cells": [
{
"cell_type": "markdown",
"id": "6a764d92",
"metadata": {},
"source": [
"# Mixture Models\n",
"\n",
"One common objective is to find similarities in data and cluster it. There are several heuristic methods to cluster them. We are going to focus on a few strongly theoretically motivated methods. Other methods use heuristics to identify similarities in data and are mentioned in the end.\n",
"\n",
"For the purposes of this example, we will generate a fake dataset."
]
},
{
"cell_type": "markdown",
"id": "fce4d8e8",
"metadata": {},
"source": [
"We start by loading the necessary Python modules. If you have not yet installed them, run the following cell to install them with pip:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "44ca341e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: numpy in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (1.19.2)\n",
"Requirement already satisfied: scikit-learn in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (0.24.2)\n",
"Requirement already satisfied: pandas in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (1.3.0)\n",
"Requirement already satisfied: matplotlib in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (3.4.2)\n",
"Requirement already satisfied: joblib>=0.11 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (1.0.1)\n",
"Requirement already satisfied: scipy>=0.19.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (1.6.2)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from scikit-learn) (2.2.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from pandas) (2.8.2)\n",
"Requirement already satisfied: pytz>=2017.3 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from pandas) (2021.1)\n",
"Requirement already satisfied: six>=1.5 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (1.3.1)\n",
"Requirement already satisfied: pillow>=6.2.0 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (8.3.1)\n",
"Requirement already satisfied: pyparsing>=2.2.1 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (2.4.7)\n",
"Requirement already satisfied: cycler>=0.10 in /home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages (from matplotlib) (0.10.0)\n"
]
}
],
"source": [
"!pip install numpy scikit-learn pandas matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "300cf8d3",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.mixture import GaussianMixture"
]
},
{
"cell_type": "markdown",
"id": "0ecd6a69",
"metadata": {},
"source": [
"Let's generate the fake data now to have something to cluster."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "4959a292",
"metadata": {},
"outputs": [],
"source": [
"def generate_clusters(mu: np.ndarray, sigma: np.ndarray, N: int) ->np.ndarray:\n",
" assert len(mu) == len(sigma)\n",
" assert N > 1\n",
" D = len(mu[0].shape)\n",
" data = np.concatenate([np.random.default_rng().multivariate_normal(mean=mu_k, cov=sigma_k, size=N)\n",
" for mu_k, sigma_k in zip(mu, sigma)], axis=0)\n",
" source = np.concatenate([k*np.ones([N, 1]) for k in range(len(mu))], axis=0)\n",
" return np.concatenate([data, source], axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "82929490",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/danilo/miniconda3/envs/mlmkl/lib/python3.7/site-packages/ipykernel_launcher.py:6: RuntimeWarning: covariance is not positive-semidefinite.\n",
" \n"
]
}
],
"source": [
"data = generate_clusters(mu=[np.array([5.0, -2.0]),\n",
" np.array([1.0, 5.0]),\n",
" np.array([-5.0, -1.0])],\n",
" sigma=[np.array([[0.1, 0.2],\n",
" [0.2, 0.1]]),\n",
" np.array([[1.0, 0.5],\n",
" [0.5, 1.0]]),\n",
" np.array([[2.0, 0.0],\n",
" [0.0, 5.0]])],\n",
" N=1000)\n",
"data = pd.DataFrame(data, columns=[\"x\", \"y\", \"source\"])"
]
},
{
"cell_type": "markdown",
"id": "d8295e8a",
"metadata": {},
"source": [
"Let's print out the dataset read first."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "024fb65a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>source</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4.534476</td>\n",
" <td>-2.320879</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5.152923</td>\n",
" <td>-2.933233</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.534167</td>\n",
" <td>-2.189752</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5.053339</td>\n",
" <td>-2.170888</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4.897417</td>\n",
" <td>-2.134055</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2995</th>\n",
" <td>-3.254170</td>\n",
" <td>-2.961716</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2996</th>\n",
" <td>-3.062829</td>\n",
" <td>-5.258342</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2997</th>\n",
" <td>-6.158200</td>\n",
" <td>-4.171855</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2998</th>\n",
" <td>-4.484679</td>\n",
" <td>1.311242</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2999</th>\n",
" <td>-5.361504</td>\n",
" <td>-4.537926</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3000 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" x y source\n",
"0 4.534476 -2.320879 0.0\n",
"1 5.152923 -2.933233 0.0\n",
"2 4.534167 -2.189752 0.0\n",
"3 5.053339 -2.170888 0.0\n",
"4 4.897417 -2.134055 0.0\n",
"... ... ... ...\n",
"2995 -3.254170 -2.961716 2.0\n",
"2996 -3.062829 -5.258342 2.0\n",
"2997 -6.158200 -4.171855 2.0\n",
"2998 -4.484679 1.311242 2.0\n",
"2999 -5.361504 -4.537926 2.0\n",
"\n",
"[3000 rows x 3 columns]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "markdown",
"id": "1c178424",
"metadata": {},
"source": [
"We can plot this fairly easily using Matplotlib."
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "e63b38c5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax)\n",
"ax.set(xlabel=\"x\", ylabel=r\"y\", title=\"\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "0837b3ff",
"metadata": {},
"outputs": [],
"source": [
"gmm = GaussianMixture(n_components=3, covariance_type=\"full\", max_iter=20)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "8798f857",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GaussianMixture(max_iter=20, n_components=3)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.fit(data.loc[:, [\"x\", \"y\"]])"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "cc8fc1f1",
"metadata": {},
"outputs": [],
"source": [
"guess = gmm.predict(data.loc[:, [\"x\", \"y\"]])"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "88982b21",
"metadata": {},
"outputs": [],
"source": [
"data.loc[:, \"guess\"] = guess"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "333581b5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1152 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 16), ncols=2)\n",
"data.plot.scatter(x=\"x\", y=\"y\", c=\"guess\", colormap='viridis', ax=ax[0])\n",
"data.plot.scatter(x=\"x\", y=\"y\", c=\"source\", colormap='viridis', ax=ax[1])\n",
"ax[0].set(xlabel=\"x\", ylabel=r\"y\", title=\"Guessed source\")\n",
"ax[1].set(xlabel=\"x\", ylabel=r\"y\", title=\"True association\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ec18ae45",
"metadata": {},
"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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}