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@satkr7
Created April 11, 2021 18:21
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Fuzzy C Means.ipynb",
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XMf5KQpmHpSi",
"outputId": "3f1deb75-3201-4167-8371-ab5f4e8466dd"
},
"source": [
"!pip install fuzzy-c-means"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"Collecting fuzzy-c-means\n",
" Downloading https://files.pythonhosted.org/packages/cc/34/64498f52ddfb0a22a22f2cfcc0b293c6864f6fcc664a53b4cce9302b59fc/fuzzy_c_means-1.2.4-py3-none-any.whl\n",
"Requirement already satisfied: jaxlib<0.2.0,>=0.1.57 in /usr/local/lib/python3.7/dist-packages (from fuzzy-c-means) (0.1.64+cuda110)\n",
"Requirement already satisfied: jax<0.3.0,>=0.2.7 in /usr/local/lib/python3.7/dist-packages (from fuzzy-c-means) (0.2.11)\n",
"Requirement already satisfied: numpy>=1.16 in /usr/local/lib/python3.7/dist-packages (from jaxlib<0.2.0,>=0.1.57->fuzzy-c-means) (1.19.5)\n",
"Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from jaxlib<0.2.0,>=0.1.57->fuzzy-c-means) (1.4.1)\n",
"Requirement already satisfied: flatbuffers in /usr/local/lib/python3.7/dist-packages (from jaxlib<0.2.0,>=0.1.57->fuzzy-c-means) (1.12)\n",
"Requirement already satisfied: absl-py in /usr/local/lib/python3.7/dist-packages (from jaxlib<0.2.0,>=0.1.57->fuzzy-c-means) (0.12.0)\n",
"Requirement already satisfied: opt-einsum in /usr/local/lib/python3.7/dist-packages (from jax<0.3.0,>=0.2.7->fuzzy-c-means) (3.3.0)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from absl-py->jaxlib<0.2.0,>=0.1.57->fuzzy-c-means) (1.15.0)\n",
"Installing collected packages: fuzzy-c-means\n",
"Successfully installed fuzzy-c-means-1.2.4\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "srPODowUId1M"
},
"source": [
"import numpy as np\n",
"from fcmeans import FCM\n",
"from matplotlib import pyplot as plt"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "WD9HLjZKIgIa"
},
"source": [
"n_samples = 5000\n",
"\n",
"X = np.concatenate((\n",
" np.random.normal((-2, -2), size=(n_samples, 2)),\n",
" np.random.normal((2, 2), size=(n_samples, 2))\n",
"))"
],
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "sG9AzLdVIjQo"
},
"source": [
"fcm = FCM(n_clusters=2)\n",
"fcm.fit(X)"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 320
},
"id": "jO3s1NEgIn3h",
"outputId": "574e0835-70e1-42c7-a8b4-8900ec05367e"
},
"source": [
"# outputs\n",
"fcm_centers = fcm.centers\n",
"fcm_labels = fcm.predict(X)\n",
"\n",
"# plot result\n",
"f, axes = plt.subplots(1, 2, figsize=(11,5))\n",
"axes[0].scatter(X[:,0], X[:,1], alpha=.1)\n",
"axes[1].scatter(X[:,0], X[:,1], c=fcm_labels, alpha=.1)\n",
"axes[1].scatter(fcm_centers[:,0], fcm_centers[:,1], marker=\"+\", s=500, c='w')\n",
"plt.show()"
],
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x360 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "u6W1WXmYI_4H"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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