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localscale vs empiric value in variance value of Gaussian kernel..ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline --no-import-all\n",
"import numpy as np\n",
"import sklearn.datasets as ds\n",
"import matplotlib.pyplot as plt\n",
"from numpy import linalg as LA\n",
"from tqdm import tqdm\n",
"\n",
"\n",
"def matrix_plot(A, title):\n",
" column, row = data.shape\n",
" path = \".\"\n",
" plt.imshow(A,interpolation='nearest')\n",
" plt.style.use(style='fivethirtyeight')\n",
" plt.title(title, fontsize=30)\n",
" plt.show()\n",
"\n",
" \n",
"def normalized(data):\n",
" \"\"\"\n",
" change feature span 0-1\n",
" :param data: pure data\n",
" :return: normalized data\n",
" \"\"\"\n",
" data_max = data.max()\n",
" column, rows = data.shape\n",
" for i in range(column):\n",
" data[i] = data[i]/data_max\n",
" return data\n",
"\n",
"\n",
"def localscaling(data, normalize):\n",
" \"\"\"\n",
" Use Local Scaling by Self turning spectral clustering\n",
" I strong reccomend non normalize localscale\n",
" :param graph: data matrix\n",
" :return: local scale\n",
" \"\"\"\n",
" column, row = data.shape\n",
" dim = column\n",
" K =7\n",
"\n",
" dist = np.zeros([dim,dim])\n",
" for i in tqdm(range(dim)):\n",
" for j in range(dim):\n",
" dist[i, j] = LA.norm(data[i] - data[j])\n",
" sigma = np.sort(dist)[:,(K-1)]\n",
" if normalize:\n",
" dist_max = np.max(dist)\n",
" normalizedsigma = sigma/dist_max\n",
" return(normalizedsigma)\n",
"\n",
" else:\n",
" return(sigma)\n",
"\n",
"\n",
"def data2graph(data, localscale):\n",
" \"\"\"\n",
" data convert to affinity graph\n",
" Image data has a space feature\n",
" In some paper, Gaussian Kernel is exp(-d(i,j)^2/sigma^2).\n",
" But I recommend exp(-d(i,j)^2/2sigma^2) (Genaliaze gaussian kernel)\n",
" non Image data hasn't space feature\n",
" :param data: Full connect graph\n",
" \"\"\"\n",
"\n",
" column, row = data.shape\n",
" dim = column\n",
" graph = np.zeros([dim, dim])\n",
" print('Graph Size : {}'.format(graph.shape))\n",
" if localscale:\n",
" sigma = localscaling(data, normalize=False)\n",
" for i in tqdm(range(dim)):\n",
" for j in range(dim):\n",
" graph[i, j] = np.exp(-LA.norm(data[i] - data[j])**2/(2*sigma[i]*sigma[j]))\n",
" title = 'localscaledim_{}'.format(dim)\n",
" matrix_plot(graph,title)\n",
" else:\n",
" sigma = 0.5\n",
" for i in tqdm(range(dim)):\n",
" for j in range(dim):\n",
" graph[i, j] = np.exp(-LA.norm(data[i] - data[j])**2/2*sigma**2)\n",
" title = r'$\\sigma$_{}'.format(sigma)+'dim_{}'.format(dim)\n",
" matrix_plot(graph,title)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Change variance in Gaussian Kernel\n",
"In Graph constructing field, commonlly used gaussian kernel, that is criteria between data $a_i$ and $a_j$.\n",
"Bad finding good $sigma$ is difficult.\n",
"\n",
"### We show experiment.\n",
"\n",
"- Empirical.\n",
" - Graph use a scipy hand-written digit data. $8 \\times 8$ pixel, and each pixel has a 16 dimention feature value.\n",
" - First we use a $sigma=0.5$, that is empirically good value."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Graph Size : (1797, 1797)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r"
]
},
{
"data": {
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iRNSPsVb3lBhTKLB7q0g0ml2oS/Bu5hEi0cT3Du2MGJlmzOiUsyvFT10m+nzU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8S25/igN9JbvwEJix6SH4VrTHkr14X8nyI49RQP2XxmuYM4bTk5nSRmzHQdY4BpT2id9vGYZ+Nm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\nWvDBxePxpAUfXDweT1rwwcXj8aSFfwHLiEBe+kApYwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x136b9be10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"digits = ds.load_digits()\n",
"data = digits.data\n",
"normalized(data)\n",
"data2graph(data, localscale=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- localscale\n",
" - This criteria is proposed by self-turing spectral clustering, that is easy and simple mehod.\n",
" - http://www.vision.caltech.edu/lihi/Demos/SelfTuningClustering.html"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Graph Size : (1797, 1797)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r"
]
},
{
"data": {
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slDLpbXidkTEyy+rX6DZlnJi0s0tX9gSDP0EUxwnx/pv0xib1mWKJ+d3NE9b6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\nfsipxIOcX4w+aZuhGfVXHNW9rclrxo/hkNWXLSUUnynQuJea3a4AGG0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g/hByVGC3lWN0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3zw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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x114c62630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"digits = ds.load_digits()\n",
"data = digits.data\n",
"normalized(data)\n",
"data2graph(data, localscale=True)"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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