{ "metadata": { "name": "", "signature": "sha256:175f0b41f08363a269f2160bb77ee466194d8c2cb6ef44ab52b96de6354cf2cb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The following code was translated from the [SWGT toolbox](http://wiki.epfl.ch/sgwt) for Matlab. It shows how a kernel can be convolved on a graph structure. We use the classical swiss roll for this experiment." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.optimize import fminbound\n", "\n", "def abspline3_kernel(X, alpha, beta, t1, t2):\n", " R = np.zeros(X.shape)\n", " M = np.array([[1, t1, t1**2., t1**3.],\n", " [1, t2, t2**2., t2**3.],\n", " [0, 1, 2.*t1, 3.*t1**2.],\n", " [0, 1, 2.*t2, 3.*t2**2.]])\n", " v = np.array([1., 1., t1**(-1.0*alpha)*alpha*t1**(alpha-1.), \\\n", " -1.0*beta*t2**(-1.0*beta-1.)*t2**beta])\n", " a = np.linalg.solve(M, v)\n", " r1 = (X >= 0.) & (X < t1)\n", " r2 = (X >= t1) & (X < t2)\n", " r3 = X >= t2\n", " \n", " R[r1] = np.power(X[r1], alpha)*t1**(-1.0*alpha)\n", " R[r3] = np.power(X[r3], -1.0*beta)*t2**beta\n", " X2 = X[r2]\n", " R[r2] = a[0]+a[1]*X2+a[2]*np.power(X2,2)+a[3]*np.power(X2, 3)\n", " return R\n", "\n", "def abspline3(lmax, nscales, lpfactor=20., a=2., b=2., t1=1., t2=2.):\n", " lmin = lmax/lpfactor\n", " t = np.exp(np.linspace(np.log(2./lmin), \n", " np.log(1./lmax), \n", " nscales))\n", " \n", " gl = lambda x: np.exp(-np.power(x, 4.))\n", " gb = lambda x: abspline3_kernel(x, a, b, t1, t2)\n", " f = lambda x: -1.0*gb(x)\n", " xstar = fminbound(f, 1., 2.)\n", " gamma_l = -f(xstar)\n", " lminfac = 0.6*lmin\n", "\n", " g = [lambda x: gamma_l*gl((1.0/lminfac)*x)] +\\\n", " [lambda x,y=scale: gb(y*x) for scale in t]\n", " return g,t\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def chebyshev_coeff(g, m, n, arange):\n", " a1 = (arange[1] - arange[0])/2.\n", " a2 = (arange[1] + arange[0])/2.\n", " c = np.empty(m+1)\n", " d = (np.arange(1,n+1)-0.5)*(1./n)\n", " for j in range(m+1):\n", " c[j] = np.sum(g(a1*np.cos(np.pi*d) + a2) *\\\n", " np.cos(np.pi*j*d))*2./n\n", " return c\n", "\n", "def chebyshev_apply(f, L, c, arange):\n", " nscales = len(c)\n", " M = map(len, c)\n", " maxm = np.max(M)\n", " \n", " a1 = (arange[1] - arange[0])/2.\n", " a2 = (arange[1] + arange[0])/2.\n", " twf_old = f\n", " twf_cur = (L.dot(f) - a2*f)*(1./a1)\n", " \n", " r = [0.5*c[i][0]*twf_old + c[i][1]*twf_cur for i in range(nscales)]\n", " \n", " for k in range(1, maxm):\n", " twf_new = (2./a1)*(L.dot(twf_cur) - a2*twf_cur) - twf_old\n", " for i in range(nscales):\n", " if k+1 < M[i]:\n", " r[i] = r[i] + c[i][k+1]*twf_new\n", " twf_old = twf_cur\n", " twf_cur = twf_new\n", " return r \n", "\n", "def onehot(n, i):\n", " x = np.zeros(n)\n", " x[i] = 1.\n", " return x" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.io import loadmat\n", "L = loadmat('laplacian.mat')['L']\n", "\n", "g, t = abspline3(7, 4)\n", "c = [chebyshev_coeff(g[0], 50, 51, [0., 7.])]\n", "d = onehot(500, 32)\n", "wall = chebyshev_apply(d, L, c, [0., 7.])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "X = loadmat('swiss.mat')['x'].T\n", "\n", "fig = plt.figure(figsize=(12, 4))\n", "ax = fig.add_subplot(121, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=d)\n", "ax.view_init(elev=15, azim=-90)\n", "\n", "ax = fig.add_subplot(122, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=wall[0])\n", "ax.view_init(elev=15, azim=-90)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kp6ysjJUrV7Nu3To8Hk87HJVTT+s6qyJuH17Xv8TsAkJJlKqq4R7EQ8uhdFVLlnzB7t2V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\nwo56PM+7MloikbjWyWa1iQcAtLS0QCaTQaFQIDc3t9djxo4dC+A2ADskE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