{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# import packages\n", "import numpy as np\n", "from scipy import stats\n", "from statsmodels.nonparametric.kde import KDEUnivariate\n", "# dirty local imports:\n", "import sys\n", "sys.path.append(\"./../../../\")\n", "from share_code.utils import plt, sns, my_saving_display\n", "from joblib import Memory\n", "import scipy as sp\n", "\n", "# cachedir = './joblib_cache/'\n", "# memory = Memory(cachedir=cachedir, verbose=1)\n", "\n", "sns.set_palette(\"colorblind\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# to get images in the notebook\n", "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dirname = \"../prebuiltimages/\"\n", "imageformat = \".pdf\" # should be .pdf or .png \n", "# some colors I'll use\n", "brown = (0.64, 0.16, 0.16)\n", "purple = (148. / 255, 0, 211. / 255)\n", "plt.close(\"all\")\n", "saving = False # True" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# import seaborn as sns\n", "# sns.set_palette(\"colorblind\")\n", "# sns.set_style(\"ticks\")\n", "color_blind_list = sns.color_palette(\"GnBu_d\", 8)\n", "c1 = color_blind_list[0]\n", "c2 = color_blind_list[1]\n", "c3 = color_blind_list[2]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = np.linspace(-4, 4, 500)\n", "\n", "\n", "def huber_conco(x, threshold=2.5):\n", " \"\"\"Huber function for concomitant.\"\"\"\n", " z = np.abs(x)\n", " test = np.abs(x) <= threshold\n", " z[test] = x[test] ** 2 / (2 * threshold) + threshold / 2\n", " return z\n", "\n", "\n", "def huber_ori(x, threshold):\n", " \"\"\"Original Huber function.\"\"\"\n", " z = x ** 2 / (2 * threshold)\n", " test = np.abs(x) > threshold\n", " z[test] = np.abs(x)[test] - threshold / 2\n", " return z\n", "\n", "\n", "def huber_weights(x, threshold):\n", " \"\"\"Normalized weights (max=1) for the original Huber function.\"\"\"\n", " z = threshold / np.abs(x)\n", " test = np.abs(x) < threshold\n", " z[test] = 1\n", " return z\n", "\n", "\n", "def huber_ori_prime(x, threshold):\n", " \"\"\"Original Huber function derivative.\"\"\"\n", " z = x / (threshold)\n", " test = np.abs(x) > threshold\n", " z[test] = np.sign(x)[test]\n", " return z\n", "\n", "\n", "def bisquare(x, threshold):\n", " \"\"\"Bi-square function.\"\"\"\n", " z = 1 - (1 - (x / threshold)**2)**3\n", " test = np.abs(x) > threshold\n", " z[test] = 1\n", " return z\n", "\n", "\n", "def bisquare_prime(x, threshold):\n", " \"\"\"Bi-square function derivative.\"\"\"\n", " z = 6 * x * (1 - (x / threshold)**2)**2 / threshold ** 2\n", " test = np.abs(x) > threshold\n", " z[test] = 0\n", " return z\n", "\n", "\n", "def bisquare_weights(x, threshold):\n", " \"\"\"Bi-square function derivative.\"\"\"\n", " z = (1 - (x / threshold)**2)**2\n", " test = np.abs(x) > threshold\n", " z[test] = 0\n", " return z\n", "\n", "\n", "def bisquare_weights_scale(x, threshold):\n", " \"\"\"Bi-square function normalized weights (max=1).\"\"\"\n", " z = 1 / x**2\n", " y = (1 - (1 - (x / threshold)**2)**3) / x**2 # 3-3*x**2+x**4\n", " return np.minimum(y, z)\n", "\n", "\n", "def compute_contamination(threshold):\n", " \"\"\"....\"\"\"\n", " eps = 1. - 1. / (stats.norm.cdf(threshold) - stats.norm.cdf(-threshold)\n", " + 2 * stats.norm.pdf(threshold) / threshold)\n", "\n", " return eps\n", "\n", "\n", "def optimal_distribution(x, threshold):\n", " \"\"\"....\"\"\"\n", " eps = compute_contamination(threshold)\n", " z = (1 - eps) * stats.norm.pdf(x)\n", " test = x > threshold\n", " z[test] = (1 - eps) * stats.norm.pdf(threshold) * \\\n", " np.exp(-threshold * (x[test] - threshold))\n", " test2 = x < - threshold\n", " z[test2] = (1 - eps) * stats.norm.pdf(-threshold) * \\\n", " np.exp(threshold * (x[test2] + threshold))\n", " return z\n", "\n", "\n", "def worst_corruption(x, threshold):\n", " \"\"\"....\"\"\"\n", " eps = compute_contamination(threshold)\n", " z = optimal_distribution(x, threshold) - (1 - eps) * stats.norm.pdf(x)\n", " return z / eps\n", "\n", "\n", "def plot_data_statistics(x, function, threshold, figname, ylims=[-1, 5], xlims=[-4, 4], derivate=False,\n", " name=r'$\\rho_\\alpha$,'):\n", "\n", " fig1, ax = plt.subplots(figsize=(5, 5))\n", " if derivate is False:\n", " ax.plot(x, np.abs(x), 'k-', lw=2, label=r'$|\\cdot|$')\n", " ax.set_xlim(xlims[0], xlims[1])\n", " ax.set_ylim(ylims[0], ylims[1])\n", " ax.plot(x, function(x, threshold), c=c3, lw=1.7,\n", " label=name + r' $\\alpha= {:.1f}$'.format(threshold))\n", "\n", " plt.legend(loc='upper center')\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " if saving:\n", " my_saving_display(fig1, dirname, figname, imageformat)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AD1C6dGkWLFgAwPDhw9mzZ4/aQEKIB7p06RJdunTBaDQyevRomjVrpjrSA0kB/4f27dsz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\nYr6qI5mVyQvYYDBsNBgMU4D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NmzZRunRp1XEcxqWEm4Rt2s3Gw8cxAo2fKkPvFg2oWLyw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\ngg==\n", 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wzZs3Vx3JLCaTiWlrdnItKpZeTWtTrkgB1ZGkgAEqeheke5NaXI6MYdqvO3Xz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\nN1sZeXl5ERQUBMCoUaPYvXu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OHTtGyZIlWbVqlXJpxiUmMWVDMEajiUld2pE/j63Gk+Y+UsA5QP48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\nZGw80zbtxcrSAu9ubthZZ+mtvMULkgI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pSAAbSa/mtaheojBbz+jYdeEP1ZrJkyfTpEkT7ty5Q+/evVVv3AmR3UyZMoWD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\n1KtsbW0JDg4mV65cBAUFpQ9LZGfHjx9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, huber_ori, 3.5, \"Huber_usual3pt5\")\n", "plot_data_statistics(x, huber_ori, 2.5, \"Huber_usual2pt5\")\n", "plot_data_statistics(x, huber_ori, 1.0, \"Huber_usual1pt0\")\n", "plot_data_statistics(x, huber_ori, 0.5, \"Huber_usual0pt5\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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q02urItIH1P2JY7uPHGfNxnIOfVLHmBHD+J9/dRd33zhZdywTiREK4DjkPXeB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\n", 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Lx6bk0793T9dliaQ9BXCKq93jZeZzFWyva+Bblxt+9K3r6NZVD1AXSQYK4BT2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\n", 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BvpfvOucq+g0yNgFcqNoPqtXx5WKX7nJW2/Ec32w6rOxEjP8haXi1355iGcC1\nfFCtjC/XN9ile6VKdjxHbWIZwPgGXy7AHwIYADyJ4zhgAGgKBDAAeEIAA4AnBDAAeEIAA4AnBDAA\neEIAA4An/x/BhcQn+/f91wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, huber_ori_prime, 3.5, \"Huber_usual_prime3pt5\",\n", " ylims=[-2, 2], derivate=True, name=r'$\\psi_\\alpha$,')\n", "plot_data_statistics(x, huber_ori_prime, 2.5, \"Huber_usual_prime2pt5\",\n", " ylims=[-2, 2], derivate=True, name=r'$\\psi_\\alpha$,')\n", "plot_data_statistics(x, huber_ori_prime, 1.0, \"Huber_usual_prime1pt0\",\n", " ylims=[-2, 2], derivate=True, name=r'$\\psi_\\alpha$,')\n", "plot_data_statistics(x, huber_ori_prime, 0.5, \"Huber_usual_prime0pt5\",\n", " ylims=[-2, 2], derivate=True, name=r'$\\psi_\\alpha$,')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, bisquare, 1., \"Bisquare1pt0bis\",\n", " ylims=[-1, 2], derivate=True, name=r'$\\rho_\\alpha$,')\n", "plot_data_statistics(x, bisquare_weights_scale, 1., \"Bisquare_weight_scale1pt0\",\n", " ylims=[-0.5,4.5], derivate=True, name=r'$W_\\alpha$,')\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ro0fz8ssvExUVRbdu3cjKynrk8m4lHZnu/zp9Wzflekw8/ZeuZ+2BUzIlIR5p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\nOiGKkjH2gN3JLtx7xQAoiuJqhO0JUSA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JZGJswP8x6otPiIqKomHDhnzxxReq4+VpljoOeCuZx/7ezPoXBshpMwqMGDGC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\nzz//nD///FNxorwjKiqKFi1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p6Xz740+mI4khGZmZ9J/7ESHVoqiff5jHOt5vOpLfUQH7oWe7P0Js+m6Cq0bw\nbNJScvPyTEeSSuZ0OukyeAxhdRtRlLqdt0bqbLEmqID9kMPhYP64l8jb9TNBcYl006WM/M6EmXM4\nHtOAgoyjvNGnG+Hh4aYj+SUVsJ+KjIxk8pMPkZd+mAPhsbzxznumI0kl2bDpJ963Tx4V+cBv4rn+\nmmaGE/kvFbAfu+n3N3BXvQicTifzN6awZftO05HEzXJzc+n9+gJCo2tQ4/geXujezXQkv6YC9nPD\nn3+GKvu2EhJZnR6vzaGoqMh0JHGjx4aOJSShCfn7Upg/WqeYNE0F7OccDgfvvDKUE3tsHLXq03Pk\nq6YjiZskLVrK3vBaFGZnMvGRvxEVGWk6kt9TAQuxsbGMeqg9BVnH2easxqJPVpiOJC62bWcKSV9v\nJSAoiLbx4fyx1e9NRxJUwFLmzra30SqyBEdAIFM/38iefftNRxIXKSoq4tGx0wmrWZuwAzsY+Xxv\n05GkjApYTps0ZAABuzcTUj2WR8ZMp7S01HQkcYFeI8YRkGiRd3Av74waoHVfD6ICltMCAwNZMHIA\nJ9JSKI6rz3Pjp5mOJJdp6af/ILkkgqK8Ewz9263ExcaajiRnUAHLL9Srl0jfO1tRdCKb77MDWP6v\nL01HkgpK23+ACSu+ISgsnN+GF/KXP7cxHUnOogKWX/n7vX/lN87jBIaEMvLDLzh6LN10JLlEpaWl\ndB0+kfBaCTjSbCYP6Ws6kpyDCljOacaooRTt2ERIjdp0HvGaLmXkZfqPm0xxXYv8w/uZP+xZAgMD\nTUeSc1AByzmFhoby9pA+nDiwl9waiQx/fbbpSFJO//z3Or467qSkMJ+nb2tO/cRE05HkPFTAcl5X\nWVfSvdVVFOfnsXpfDuu+22g6klzEsfR0hixaQXDVCJqUHKfLffeYjiQXoAKWC3ri4c7UzU4jKLwq\n/ed9THZOjulIch5Op5POg8cSVqcBxanbSHpZp5j0dCpguai544aTt+MngmPr8rAuZeSxRr0+i5y4\nRuSnH2HWC48TEhJiOpJchApYLqpq1aq88ewj5B45wJFqtXn17XdMR5KzfLNhI5/tysBZWkqX5vW5\n+jdXmY4k5aAClnL5XcsW3HtlLKXFxbz38342/WybjiRlcnJy6PPmu4RGVadW1j6efqSz6UhSTipg\nKbeBTz9J1KHtBFeLotf0hRQUFpqOJEC3IWMJTWhCQdpO5o0eZDqOXAIVsJSbw+Fg4biXOJHyM4Fx\niTym9WAwlKJuAAAUiklEQVTjXp/7Dgcj6lCQmc6UJzpQrVo105HkEqiA5ZLExMQw4dH7yD9+lN1B\n1Zmz7GPTkfxW8lab+T/swhEQSPsG0dzYsoXpSHKJVMByyW675Q/cGhsMwKz1W9i5Z6/hRP6nsLCQ\n7hOTCIuJo9rhnQx9uqfpSFIBKmCpkLEDXyB472ZComJ4dPwsiouLTUfyKz2GjSUo8Ury9+9mwaiB\nOsWkl1IBS4UEBATwztgh5OzZhjOuHk+/MsV0JL+x8IOP2R5YnaIT2Yzs2I6aNWJMR5IKUgFLhdWJ\nj2fIvbdRkJ3Bf/ND+WDVWtORfN6e1FSmrv2BwJAwWkfDHbf+0XQkuQwqYLks9/7PXbQIySUgKIjx\nK77mwKHDpiP5rJKSErq+PJmwuDoE7rOZ8OJzpiPJZVIBy2WbOmIwpTv/S0j1OLqOmqpTV7rJs6Mn\n4UywyD+UxoLhfQkI0MvX2+n/oFy24OBg5g1/gRP7dlFQsx4vvjbDdCSf8+nqz/n+RBDF+Xn0vfNG\nEurEm44kLqACFpdo0rgxvf/UnKK8E6w7UsSar74xHclnHD5yhJHvryW4SjWaBmTz4N13mY4kLqIC\nFpd59KEONMo7SFBYOEOX/JPjmZmmI3k9p9NJ56HjCIuvT2mqzYzhA0xHEhdSAYtLzX5lOPnbNxFc\nozZdR7xmOo7XG/badPJqNyH/2CHeerEXwcHBpiOJC7mtgC3Lut+yrHHuGl88U3h4OEkDnuTEwVQy\no+owZuY805G81rpvvmX1/lxKi4t57PdXYjVpbDqSuJjLC9iyrLaWZfUHegLRrh5fPN9111xNp+vq\nU1KYz6cpx/h202bTkbxOVlYWL8z5gJCIaBLzDtGzUwfTkcQNXF7Atm2vsW17PKALiPmx53o+Rs2j\nKQRXqcZzSe+Rm5dnOpJX6TJ4DGF1G1GYtp05I3VpIV+lNWBxC4fDwfzxIzix4ycCY+vyyIhJpiN5\njUlJczlWvR4FGceY/lRXqlSpYjqSuIkKWNwmKiqKKb06kXfsEPtDa/LGomWmI3m8H35KZunPBwAH\nf7syjpbXXWM6krhRkOkAF2JZ1oZz3KwrDXqRm1vdyJ3rvubz7BIWbEzh1htS+E2TRqZjeaS8vDx6\nTZtPaN3GRB3ewYAReg/b12kLWNxueN8+hKX9THBEND0nv01RUZHpSB7p0ZfGEVy3MfmpO1g4ZrBO\nMekHPLqAbdtuefYHcLfpXHJpAgICWDTuJXJ2bYHYRJ4YPdl0JI8zc/EyUsPiKMhMZ8Kj9xIVFWU6\nklQCjy5g8R1xcXGMfKg9+RnHsEuqsOjTlaYjeYwt23fy9nfbAQe3x4dzS+sbTUeSSqIClkrT/s9t\naRVRgiMggGn/+pGU1H2mIxlXUFhIj2kLCImqQfj+rYzs+4zpSFKJ3HEgRouyAzHuBx60LKu/ZVm6\nWqAAMGnYi7DzR4KjYnjstbkUFZeYjmRUt9HTcNSoQ/b2//KO1n39jsv3grBteyMnD8IY7+qxxfsF\nBQXxzpjBtO83mupNW/L4+DeZN6i36VhGTFr0EfsCIsjet5vxj9xLXFyc6UhSybQEIZWuXr16DO94\nJ5l7d7CrKJjJy1aYjlTpPv8hmQ+37qcwO5M74kO5vc1tpiOJASpgMeK+v91D62pF5Gcc5f2f9rBy\nQ7LpSJVm2/4jDP/gC5wlJYRs/ZpRQwebjiSGqIDFmMnjX6FkwxqK83MZ88k6NqT4/ptyBzKy6T37\nfZwBAaStWMyiN6cSFOTRx0OJG6mAxZjQ0FAWz36TnR/MpqS4kP4Ll2MfOGo6ltuk5+Ty1OwPKHAG\nsO2TBbw+YiAJCQmmY4lBKmAx6sorr2TSsIH8vORNCoqLeXbuJ2w/6HslnJ6Ty9Nvf8KREwXsWv0B\nf7/lBu6+W8cU+TsVsBjXpUsX/nLT79i6bDY5+QX0mfcZ9v4jpmO5THpOLs/O/4zU9Cx2f/4xsbmH\nGTdO53kQFbB4iOnTpxNTnMPPS2ZyIi+f5+Yv5+d9h03HumyHs3LoM+8zdh/JYPfnH3N845csWbKE\n0NBQ09HEA6iAxSNUq1aNpUuXkrNrC5sXv0FeYSHPzfuMr7fvNR2twnYdTufJtz5mz9EM9n25nNQv\n/8GMGTO44oorTEcTD6ECFo/RvHlzJk2aRPq2n9j+3iwABi1exScbthhOduk27TlA77c/4Vh2Lie+\nX0vK55/QrVs3OnfubDqaeBAVsHiU3r1789e//pV9mzeQ9a9lxFQLZ+Jn65ix+huKS0tNx7sop9PJ\nJxu28PyC5RQWl1Dn6HY2frYUy7KYNm2a6XjiYVTA4lEcDgdz5swhMTGRb9asoP6RrVxRuwaL1/+X\n5+cv52h2rumI51VQVMy4T75k4mfriKoSxl8Swlk8bQKhoaG8++67VKtWzXRE8TAqYPE4MTExLFq0\niICAAF57ZTT31qtK++stftxzgMdnvs/3KWmmI/5KyuF0es35mH/8aNO8fjzD2v2Woc88CcCkSZNo\n3ry54YTiiVTA4pFuvvlmRowYAcCj3R7m4RssXvzLLeQUFPL8gn8w4dMvyckvNJwSSkpLeec/P9J9\n1gdsP3iMjq2uZfzf/0zPRx4mKyuLe+65h169epmOKR5Kx0CKxxo4cCCff/45//rXv+jatSsrV66k\naUIc4z75kk83buWb7an0ubM1f7iqgZHTOCanHWLKivVs3X+E+OgIBv71Fpo3qMOAAQP49ttvSUxM\n5K233tIpJuW8tAUsHiswMJCFCxcSGxvL6tWrmTBhAg1iq/P6I3fz1B2tyM4vYMjS1Twz77NK3Wd4\n//EsRn34OU++9TH2/iPc89umvP3k/TRvUIdVq1Yxfvx4AgMDWbx4MTExMZWWS7yPw+l0ms5wSSzL\nagDsWrt2rY6j9xMrVqzgrrvuIjAwkHXr1tGqVSsADmXmkPT5t/zzvzsA+F3jBDrd1JzrG8S7Zatz\n1+F03v36v/xz03ZKnE6uqx/PM+1acUXtmgAcOHCA6667jiNHjjB69GgGDRrk8gziudLS0mjTpg1A\nQ9u2d5fnMSpg8Qr9+vVj4sSJ1K9fnx9++IHq1auf/pq9/wjzvtzIf+w9ANSvGc1dzS3aXtOE2Miq\nlzVvVl4+X9l7WP6DzX/3HgSgad04Hv5jC268IvF00ZeUlHDHHXewdu1a2rRpw6pVqwgMDLysucW7\nqIDFZxUWFnLzzTfz3Xffcd999/Hee+/9ait395HjvPfNT6zdvJPcwiIArqhdgxubJNI0oRZX1Y0l\npmr4BbeOs/MK2H7wGD+lHuSH3fvZtPsAJU4ngQEO/nBVA/7626a0aFDnV2OMGTOGwYMHExsby6ZN\nm4iPj3f9kyAeTQUsPi0lJYXrr7+erKwsZsyYwRNPPHHO++UVFvHlll2ss3fz3c595JWVMUCVkGBq\nRVUjumo4IUGBBAY4yCss5kRBIYcyssnMKzh930CHg+saxPOHqxrwp6aNqFGtyjnn++qrr7jlllso\nKSlhxYoVtGvXzrXfuHiFihSw9oIQr9GoUSNmzZpFx44defbZZ2ndujXXXnvtr+4XHhLMHdddyR3X\nXUlRSQlb9x9h674jbDtwlP3HsziYmcOBjGwKiopxAqFBgVQJDaF2dAS/bZxA/ZrRXJ1Yi6Z146gS\nGnLBTOnp6Tz00EOUlJTQr18/la9cEhWweJUOHTqwZs0aZs+eTceOHfnuu++oWvX867zBgYFck1ib\naxJr/+prTqeTUqeTwICK7QzkdDp5/PHH2bt3LzfccAOjRo2q0Djiv7QbmnidKVOm0LRpU7Zs2UKf\nPn0qPI7D4ahw+QLMmDGDDz/8kMjISN59911CQi68tSxyNhWweJ0qVaqwZMkSwsLCeOutt1i8eHGl\nZ9i0aRPPP/88ALNnz6Zhw4aVnkG8nwpYvNLVV1/NlClTAOjZsyc7duyotLlzcnLo0KEDBQUF9OjR\ngwceeKDS5hbfogIWr9W9e3ceeOABsrOz6dixI4WFlXNuiKeffhrbtmnWrBmvvfZapcwpvkkFLF7L\n4XAwa9YsGjRowIYNGxg4cKDb51y4cCFz584lPDycJUuWUKXKuXdNEykPFbB4tejoaBYvXkxQUBCv\nvvoqy5cvd9tc27dv58knT55icsqUKTRr1sxtc4l/UAGL17vxxhsZPXo0AN26dWPfvn0un6OgoICO\nHTuSk5PDgw8+yOOPP+7yOcT/qIDFJ/Tt25c77riDo0eP0rlzZ0pKSlw6/osvvsjGjRtp2LAhs2bN\n0ikmxSVUwOITAgICmD9/PrVr1+aLL744vUXsCp9++imTJ08mKCiId999l6ioKJeNLf5NBSw+Iy4u\njgULFuBwOBgxYgRffvnlZY+ZlpZGt27dABg7diw33HDDZY8pcooKWHxK27ZtGThwIKWlpTz00EMc\nO3aswmMVFxfz0EMPkZ6eTrt27U4feCHiKipg8TnDhw+ndevW7Nu3j0ceeYSKnvFv1KhRrFu3jtq1\nazNv3jwCLuOwZZFz0U+U+Jzg4GAWLVpEdHQ0n376KdOmTbvkMb744gtGjhyJw+Fg4cKFxMXFuSGp\n+DsVsPik+vXr89ZbbwEnr6axcePGcj/26NGjdOrUidLSUgYNGnTqHK8iLqcCFp9177330rt3bwoL\nC+nYsSPZ2dkXfYzT6aRbt27s37+fm266ieHDh7s/qPgtFbD4tIkTJ3Lttdeyfft2evXqddH14MmT\nJ7N8+XKqV6/OokWLCArSKbPFfVTA4tPCwsJOn7Nh4cKFzJ8//7z3/f777xkwYAAAc+bMoV69epUV\nU/yUClh83lVXXcX06dMB6NWrF7Zt/+o+WVlZdOzYkaKiIp566inuueeeyo4pfkgFLH7h4YcfplOn\nTuTm5tKhQwfy8/NPf83pdPLEE0+wc+dOrrvuOiZMmGAwqfgTtxWwZVn9Lcu637KsHpZl9XDXPCLl\n4XA4mDFjBk2aNGHTpk3069fv9Nfmzp3L4sWLqVq16ukrbYhUBrcUsGVZ44AU27aX2bY9C2hsWdb9\n7phLpLwiIiJYsmQJwcHBvP7663z00Uds2bKFp556CoA33ngDy7IMpxR/4q4t4B62bS874/PVQE83\nzSVSbi1atDi9xNChQweaN29Obm4uXbp0oWvXrobTib9x+T42lmW1OMfN6UDbCoy14Rw369Kzclme\neeYZ1qxZw2effQbAFVdccfpNOpHK5I4t4BhOFu6ZMgAsy4p2w3wil8ThcPD2229z9913c9NNN/H+\n++8TERFhOpb4IXfsZR7NyRI+06lCjqGsjMvDtu2WZ99mWVYDYFdFw4kA1KxZk08++cR0DPFz7tgC\nPlfBnirks7eMRUT8ljsKOJ2TW8FnigawbbvcW78iIr7O5QVs2/ZGfr0VHAOscfVcIiLezF27oc06\na7/f24GZbppLRMQruaWAbdseADQqOxKuP7DzrP2CRUT8ntvOtWfb9nh3jS0i4gt0Mh4REUNUwCIi\nhqiARUQMUQGLiBiiAhYRMUQFLCJiiApYRMQQFbCIiCEqYBERQ1TAIiKGqIBFRAxRAYuIGKICFhEx\nRAUsImKIClhExBAVsIiIISpgERFDVMAiIoaogEVEDFEBi4gYogIWETFEBSwiYogKWETEEBWwiIgh\nKmAREUNUwCIihqiARUQMUQGLiBiiAhYRMUQFLCJiiApYRMQQFbCIiCEqYBERQ1TAIiKGqIBFRAxR\nAYuIGKICFhExRAUsImKIWwrYsqz7Lcsa546xRUR8RZArB7Msqy3QArgdSHHl2CIivsalBWzb9hpg\njWVZNYBoV44tIuJrXFrArmZZ1oZz3BwCcPDgwUpOIyJyfmd0UmB5H+PRBXweTQA6depkOoeIyLnE\nAzvLc0ePLmDbtluefVvZVnFVoD1QUumhvMOnZf+922gKz6fnqXz0PJXPp0Aw8F15H3DRArYs64Jr\nubZtZ5R3Mhc6Ydt2uX7D+CPLsgoBbNvebTiKR9PzVD56nsqn7HkqtG27oLyPuWABW5Z1Pyf3aLjQ\nfTJs2x5Q3glFROSkCxawbdvLgGWVlEVExK/oSDgREUMcTqfTZYNZltUCaAv0BGKAscAa27Y3umwS\nEREf4dICFhGR8tMShIiIISpgERFDVMAiIoaogEVEDFEBi4gYogIWETFEBSwiYogKWETEEBWwiIgh\nKmAREUNUwCIiLmRZ1szy3tejr4hxqSzLmmnbdk/TOcTzWZbVn5NX7o4BsG17ltlEnqnseQL4HfCd\nbdvjTebxdJZljQN+W977+0wBl33jjUzn8ER6Ef1S2c/Kd2Xnu8ayrHGWZd1/6nM56ewNGsuyNliW\nhb///JyPZVmX3D8+sQRRkW/cX5S9iMaXfTwAdDijkP1Vj7PKdjUnT6EqZcouRXb25cZmAgMNxPEW\nbTn5s1RuPlHAVOAb9wd6Ef1a2Tmrz5bOyZ8h+X8xQP9zbNxc8BqR/sqyrLbA0kt9nNcXcEW/cT+h\nF9GvxXCycM+UARe/AK0/sW07BWhZ9t9TbgfWGIrk6aIrcoFiry9gKviN+wO9iM4pmrI33s5wqpDP\nvt2vnXklm7JfTqeudiNnuJz3DzzuTbiLbYWcWbZ64+TizvMiamkukXHn+mV9qnjP3jKW//ce0Oas\nX+Z+r+yvywpvAHpUAVuWdT8n36m/0H2wbXvA5X7j3uxSfkmdRS+ikyV79vMXDRd83vxa2V4j43Rt\nx3NqATQ6472F3wHRZW90L7vYa81rrwlXVtZn/sl4OyefjHGcvBCoT5ZM2fd9+0XulmHb9oCzHjcO\nWG3btj8vPwBgWdZx27arn/F5W2CAbdsXe179TtnPW8apnxvLslqoiM/PsqweQE/btsv1V6bXFvDZ\nLvUb9yd6Ef3SufYDPvNzOansF1Mj/v9N7hhOvsYGnP9R/qusgx7g5IEYY4FZF/uryicKuCLfuL/Q\ni+jczjgSrhEnfznpSLgzlC1zHT/Hl5aV7U8uLuATBSznpheRiGdTAYuIGOIL+wGLiHglFbCIiCEq\nYBERQ1TAIiKGqIBFRAxRAYuIGKICFhEx5P8Ad6w3FYONIfwAAAAASUVORK5CYII=\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_data_statistics(x, huber_conco, 3.5 , \"Huber_conco3pt5\")\n", "plot_data_statistics(x, huber_conco, 2.5 , \"Huber_conco2pt5\")\n", "plot_data_statistics(x, huber_conco, 1.0 , \"Huber_conco1pt0\")\n", "plot_data_statistics(x, huber_conco, 0.5 , \"Huber_conco0pt5\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, bisquare, 3.5, \"Bisquare3pt5\",\n", " ylims=[-1, 2], derivate=True, name=r'$\\rho_\\alpha$,')\n", "plot_data_statistics(x, bisquare, 2.5, \"Bisquare2pt5\",\n", " ylims=[-1, 2], derivate=True, name=r'$\\rho_\\alpha$,')\n", "plot_data_statistics(x, bisquare, 1.0, \"Bisquare1pt0\",\n", " ylims=[-1, 2], derivate=True, name=r'$\\rho_\\alpha$,')\n", "plot_data_statistics(x, bisquare, 0.5, \"Bisquare0pt5\",\n", " ylims=[-1, 2], derivate=True, name=r'$\\rho_\\alpha$,')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, bisquare_prime, 3.5, \"Bisquare_prime3pt5\",\n", " ylims=[-5, 5], derivate=True, name=r'$\\psi_\\alpha$,')\n", "plot_data_statistics(x, bisquare_prime, 2.5, \"Bisquare_prime2pt5\",\n", " ylims=[-5, 5], derivate=True, name=r'$\\psi_\\alpha$,')\n", "plot_data_statistics(x, bisquare_prime, 1.0, \"Bisquare_prime1pt0\",\n", " ylims=[-5, 5], derivate=True, name=r'$\\psi_\\alpha$,')\n", "plot_data_statistics(x, bisquare_prime, 0.5, \"Bisquare_prime0pt5\",\n", " ylims=[-5, 5], derivate=True, name=r'$\\psi_\\alpha$,')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MS5edfgJnH1fM4y+/yu8eftp1OftEATxMPP/aW/x85WoKDpjEj+ZXMG6//VyXJDIs5eXl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\n4x2ofQr9iYjknLx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Kitfy7DsbWFq6lQdvmcRt40eQ0k4+AwrgGLRx1z5+VfwhWz/9nLTUFO6bMoFv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\nVO26oFVsEp63kPDVzT1eARy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, huber_weights, 3.5, \"Huber_weights3pt5\",\n", " ylims=[-0.5, 1.5], derivate=True,name=r'$W_\\alpha$,')\n", "plot_data_statistics(x, huber_weights, 2.5, \"Huber_weights2pt5\",\n", " ylims=[-0.5, 1.5], derivate=True, name=r'$W_\\alpha$,')\n", "plot_data_statistics(x, huber_weights, 1.0, \"Huber_weights1pt0\",\n", " ylims=[-0.5, 1.5], derivate=True, name=r'$W_\\alpha$,')\n", "plot_data_statistics(x, huber_weights, 0.5, \"Huber_weights0pt5\",\n", " ylims=[-0.5, 1.5], derivate=True, name=r'$W_\\alpha$,')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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m+HsY5x3Klv3HuNFyy3U5aUUBLL12/tIVPjjSwLxJYxiTn+e6HOmljIwMls8p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\nb5oUEQFuy5Cs7j4nZgFsjJk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data_statistics(x, bisquare_weights, 3.5, \"Bisquare_weights3pt5\",\n", " ylims=[-0.5, 1.5], derivate=True,name=r'$W_\\alpha$,')\n", "plot_data_statistics(x, bisquare_weights, 2.5, \"Bisquare_weights2pt5\",\n", " ylims=[-0.5, 1.5], derivate=True, name=r'$W_\\alpha$,')\n", "plot_data_statistics(x, bisquare_weights, 1.0, \"Bisquare_weights1pt0\",\n", " ylims=[-0.5, 1.5], derivate=True, name=r'$W_\\alpha$,')\n", "plot_data_statistics(x, bisquare_weights, 0.5, \"Bisquare_weights0pt5\",\n", " ylims=[-0.5, 1.5], derivate=True, name=r'$W_\\alpha$,')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The wors asymptotic corruption of a Gaussian design." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-10, 10, 500)\n", "alpha_huber = 0.1\n", "eps_huber = compute_contamination(alpha_huber)\n", "plot_data_statistics(x, optimal_distribution, alpha_huber, \"Optimal0pt1\",\n", " ylims=[-0.2, .5], derivate=True, name=r'$f_0, \\epsilon={:.3f}$,'.format(eps_huber))\n", "plot_data_statistics(x, worst_corruption, alpha_huber, \"WorstCorruption0pt1\",\n", " xlims=[-10, 10], ylims=[-0.2, .5], derivate=True, name=r'$h_0, \\epsilon={:.3f}$'.format(eps_huber))\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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e2biDvPXb+UPBB/xlzWZuzRjK9KtGqh/CTQHcznx6+nNeKdrBqxt3UPH5GXc7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\nVj1pTQQAAAAASUVORK5CYII=\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-10, 10, 500)\n", "alpha_huber = 0.5\n", "eps_huber = compute_contamination(alpha_huber)\n", "plot_data_statistics(x, optimal_distribution, alpha_huber, \"Optimal0pt5\",\n", " ylims=[-0.2, .5], derivate=True, name=r'$f_\\epsilon, \\epsilon={:.3f}$,'.format(eps_huber))\n", "plot_data_statistics(x, worst_corruption, alpha_huber, \"WorstCorruption0pt5\",\n", " xlims=[-10, 10], ylims=[-0.2, .5], derivate=True, name=r'$h_\\epsilon, \\epsilon={:.3f}$,'.format(eps_huber))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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juhyyk5FB/vi3lQtwu+EuXt62C7ca7qouye1oceO+Hi2Ba6kWAIQQQVJKzX7V\nCiFsrcntrdX7uYNdp4rwj8wTGDd8CH60fI7qcsjOZkWH46l58fifA7l49aN9+PWaRfDgtMJ+o0UX\nRBBaQthSayBbbycHVlB2GRvS9yN4kB/+4/HF8OGDdlzSM/MTMEeMwcGz5/HXvdmqy3ErWnyibLVw\nW4PXumVsV1LKBOttQogIAKVavq8rulx3A//7vZ0wwYTfrF2EEUH+qksijXjodPi3lQ/gX/+WjncP\n5WFMSDAWT45WXZZb0KIFXI32MxmCAEDL7geyn+t36rH+HxmovnkbP314HuLCRqguiTQ20HsAXnt8\nCYIH+WHD9v04fr5cdUluwe4BLKXMRftWsB7Abnu/F9lffWMjfv7eTpRcqca35k7D0injVZdE/WRE\nkD9ee3wJPHQ6/Py9HSiqrFJdksvTahpaqtW830UANrW+EEJEdjYvmNRoam7Grz/cixMXKvDgNIHv\nLJiuuiTqZxNDh+GV1Ytwp6ERL235HBW111WX5NI0CWAp5XoAkeY729YBKLaaF5wMi3nBQoh4836r\nAKwx30VnazobaaTZZMLvPj2EA2fOY7YYg588xIfsuKtZ48Ox7pF5qL5xGz9593M+vlJDOld/LF3r\nINyePXsQGhqquhyHZDKZ8IfPM/HxsdOYHD4Cv31yOZcWIvy/rBP4y64jCB8ahD8+9RD0g/ngpc6U\nlZVh4cKFADBWSnm+O8fwYTxuzmQy4U87vsLHx05jUthwbPzGUoYvAQC+njQF310wHRev1eJH736G\n2lt3VJfkchjAbqzZZMIfM7KQdiQfE0aH4PUnlmGgD+9boX/61rx4PH1/PEqv1ODF//kUVTfYHWFP\nDGA31djcjA3b9+ODowWIDR2G3z65HIMYvmTDM/cn4Ol58Si5Uo0fvLUdlRyYsxsGsBtqaGzCr9L2\n4Iu8c4gfOwq/++aD8Pf1UV0WOSidTodvL5iO7y+6D5eqjfjXt7bz4T12wgB2M8bbd/CTv3+O/WdK\nkTQ+HBu+sRQD+WhJ6obHkybjpYfm4prxJr7/13TerGEHDGA3Ul5jxPf/th0nLlTgoWkx+M2axfDx\n4oAbdd8jCRPwm7WL0dDYiJ+8+zm+yDunuiSnxgB2E3nny/G9v6bj4rVaPPtAIn768Fx4efL/fuq5\nuTER+NMzjyBgoA9eS/8Sm/dmo9nFp7NqhZ9AF2cymbDtq5P40Tuf4WZ9A36x8gF8c+403mRBfRIz\nKgSbvvv1eT1jAAAPTElEQVQ1RA3X492Dx/HLtN24Wd+guiynwwB2Ybcb7uKVD/fijZ2HERI4GP/1\n7UexKG6c6rLIRQwPHIw/P/MIZkWH48vTpXg29SM+P6KHGMAu6vzVGnzvr+nYk1+MGVGheDPla1xK\niOxuoI83Xvv6EqQ8kIjyGiP+5a8f49Pcs3D1O2zthSMwLqbZZMJHRwvwl91H0NDYhG/OnYZvz0+A\npwd/15I2PHQ6PDl3GiaFDccvP9iDjZ8cQN6Fcry4bA4G+3JueWcYwC7k2vWbeC19P7KLyxDiPwg/\nXzEfCZGjVZdFbmJqxCj87bnH8OsP92HnySIcP1+B9Y/cjxlRfAZLR9gscgEmkwk7Txbi6b+kIbu4\nDAsnReHt761i+FK/0w8eiN99czl+sGQWjLfu4KW/f47XPznAAboOsAXs5AxVdfjD54dwrOQSBvt4\n4xcrH+BAGynlodNhzX1xmBUdhtfS9+OT3LM4WlyGF5fNxmwxRnV5DoUB7KQaGpuw5VAethzKQ0NT\nExZOisK/Lp6Fof58ZCA5hrAhQfjT0w/j/cP5eHNfNn723g7Mig7HD5fOQqg+UHV5DoEB7GRMJhO+\nPF2K1D1HcanGiNHBAfjRg3PYz0YOydPDA48nTcb9E8fijR1f4eDZ8zhWUobHk6bgyTlT4efmt8Ez\ngJ3IyYuV+K+dh3H60hX4eHni6XnxeGLOVC4XTw5vZJA/Xl27GEeLDPjPjCy8e/A4Pjt+Fk/Ni8dD\n8TEY4OmpukQl+Ml1AucqruHt/Tk4JC/AQ6drW69tqP8g1aUR9ciMcWF4+3ur8MGRAvz90HH84fNM\nvJd1Et9ZMB0LJ0W53XRJBrADO112Be8czEXWuYsAgJnjwvC9RTMROUyvuDKi3hvg6YnHkybjofgY\nbP3qJLZ9dRK/+Wgf3j14HN+YPRXJcVFu0yJmADsYk8mE7OIyvPfVSRwruQQAmBUdjm/Nm4bY0OGK\nqyOyn8G+3vjOgulYOSMW7x48jk9yzuC19C/x133ZWDOrJaBd/VGpDGAHcavhLnaeKETa0XxcND/s\nem5MBL41Lx6CtxCTCwse5IfnlybhW3On4YOjBfjwaAHe2PEV/md/LpZNHY8ViRNddtYEA1ixwspr\n+Pz4Oew4cQ436hvgN8ALX0uciJUzJmHM0CDV5RH1m6BBfvjOgun4+uwp+DTnDNKOFmDb4VPYdvgU\nZkSFYkXiRNwXHQ4vF+onZgArYLx9B7tPFeOz42dRaH561Khgfzx9fzyWTRNcHojc2kDvAVgzazIe\nmzkJR4vL8FF2AY4UGnC0uAz6QX5IjhuHJVOiET3C+b8ZMoD7ifH2HRw8ex77CkqQU3oJTc0m+Hh5\nYsnkaCyfJjBlzEh48Bm9RG08PTwwKzocs6LDUV5jxGe5Z7HjZGFbqzhymB7Jk6Iwb8JYhDvpt0UG\nsIaqb9xC1rmL+PL0P0PXQ6fDlDEj8EBsFBZOGsenRRF1w6jgADy7cAa+80Aijp8vx44Thdh/ugSp\ne7ORujcbESHBmBcTgXkTxiJ6xBCnWXCAAWxHjc3NOFN2BYeLDDhaZICsuAYA5tAdiQUTIzFvQgT0\ng3m7MFFveOh0SBg7GgljR+PHD85BdnEZDpwpRea5C3jn4HG8c/A4RgQOxoxxYUiMCkX82FEO3aXH\nAO6DZpMJpVdqcOJCBfIulONYySXcuNPy1Cc/7wGYI8Zg5rgwzI1h6BLZm+8AL8yNicDcmAjcbWrC\n8fMVOGgO4+05Z7A95ww8dDpMGB2CxMhQxEeOxoRRIQ5156jjVOIE6u82orCyCqcMlThxoQKnLl7G\n9Tv1bT8fOywYD8fHYOa4cMSFD3ebyeREqg3w9MSMqFDMiArFj01zcP5qDbKLy5Bdcgl558tRUHYF\nbx/IhZeHB8SooYgLG4G48BGICxuOoEF+yupmAHegobEJpVdrIMuv4uylqzhbfhWlV6rRZF5qRQcg\navgQLJ48DlPGjERc+AgMYSuXSDmdToexw/QYO0yPNbMmo76xEfkXLyPvQgVOGSpxuuwKCsqu4L2v\nTgJoeU5F9MghGD9iKKJHDsX4kUP77bPs9gHc1NyM8hojSq7UoPRKNUqv1KD4SjUuVdW1hS0ABPj5\nID5yNGJGhWDi6GGYHD4C/n6O27dERC18vLyQEDm6bYGCxqZmFF2uwsmLlcg3VEKWX8OBM+dx4Mz5\ntmOGDB6I6JFDEDlMjzFDgzFmaBDGhARhkI99B83dJoCvGm/icskllFXX4VK1EZdqjG1/bmhsumff\nkIBBmB4VirEhwRCjQjBhdAhGBvk7zcgqEXXMy9MDMaNCEDMqBGvuiwMAXL9dj8LKKpyruIbCyms4\nV3ENR4vKcLjQcM+xQ/0HInxoEMYMDUKoPhAjg/0xMqjlv17V0ue/jZP4wVvb4Tn43tsZQ/wHITZ0\nGMaG6DF2WDAih+kRMSzYoUdNicj+/P18ED92FOLHjmrbdrvhLi5W1eHitVpcuFqDC9dqcfFaLU5e\nqERuaXm7cwxsvN3j99UsgIUQ6wCUANADgJQy1Z7791Ry3DjEjItEqD4Qo/UBGBUcAF8HGg0lIsfi\n5z0AYuTQds9iaWxuRkWNEeU111FRcx0VtddRWXsdpRcuoLSH76EzWfRz2osQYgOAbCllmq3Xfd2/\nh7VEACjds2cPQkO5agQRaaOsrAwLFy4EgLFSyvPdOUarp1qkWIXnLgDP2XF/IiKnZ/fv4EKIeBub\nqwEk22P/Lt47x8Zm3utLRA5JixawHi0BaqkWAIQQtp6Y0dP9iYhcghajUEEwD6RZaA1YPczh2of9\nOySlTLDe1toH3N1zEBH1Fy1awLYCszVgrVu6vdmfiMglaBHA1Whp1VoKAgAppa2w7en+REQuwe4B\nLKXMRftWrR7AbnvsT0TkKrSahpYqhFhl8XoRgE2tL4QQkVY/73R/IiJXpEkASynXA4gUQqwy3+FW\nbDXPNxkW83y7sT8RkcvR7F5cKeXGTn6WCiDValuH+xMRuSLXWd+ZiMjJMICJiBRhABMRKcIAJiJS\nhAFMRKQIA5iISBEGMBGRIgxgIiJFGMBERIowgImIFGEAExEpwgAmIlKEAUxEpAgDmIhIEQYwEZEi\nDGAiIkUYwEREijCAiYgUYQATESnCACYiUoQBTESkCAOYiEgRBjARkSIMYCIiRRjARESKMICJiBRh\nABMRKcIAJiJShAFMRKQIA5iISBEGMBGRIl72PqEQYh2AEgB6AJBSpnbjmFUAEqWU6+1dDxGRo7Jr\nC1gIsQFAiZQyzRy8UeZw7Wj/ZHNgPwcgyJ61EBE5Ont3QaRIKdMsXu9CS7jaJKXcLaXcCCDXznUQ\nETk8u3VBCCHibWyuBpBsr/foRg05NjZ799f7ExH1hD1bwHq0BK6lWgAQQrB7gYjIij0H4WyFbGsg\n62EOYy1JKROstwkhIgCUav3eREQ91WUAd9V6lVK2BmstzDMfLLS+tm4ZExG5vU4DuHV6WBf7wDx9\nrBrtW8FBwD0hTUREZp0GsHlGQ1pn+1jsmyuEsA5aPYDdvayNiMil2XsaWqrVvN9FADa1vhBCRHY2\nL5iIyJ3Y9U44KeV6IcQ6c8h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Dnpw44ffrcrJgS07EO+cvQYvSYYjj9U4MDo/g7tV5AX//xTuLYLVY5sVY+HxkWhmaEGIP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\ns4djAAPAf7l7AxL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-10, 10, 500)\n", "alpha_huber = 1.\n", "eps_huber = compute_contamination(alpha_huber)\n", "plot_data_statistics(x, optimal_distribution, alpha_huber, \"Optimal1pt0\",\n", " ylims=[-0.2, .5], derivate=True, name=r'$f_\\epsilon, \\epsilon={:.3f}$,'.format(eps_huber))\n", "plot_data_statistics(x, worst_corruption, alpha_huber, \"WorstCorruption1pt0\",\n", " xlims=[-10, 10], ylims=[-0.2, .5], derivate=True, name=r'$h_\\epsilon, \\epsilon={:.3f}$,'.format(eps_huber))\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GFhysqEZS9DQkz56uupwBfH188NX7ktDS3omPv6hSXQ65GAYwubU/lpxBj8mEnAeSVZcy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\nkJRyn5RyG4CTTq6DiMjlOa0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NcXSmVTCAKeMuePqxttqBlY7KRfdtWOGCd3QCIxNTClqmnh7AG1dUL7pP7y8/d+12RttE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\nrg7ewa5Na1Fg8vj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-10, 10, 500)\n", "alpha_huber = 1.5\n", "eps_huber = compute_contamination(alpha_huber)\n", "plot_data_statistics(x, optimal_distribution, alpha_huber, \"Optimal1pt5\",\n", " ylims=[-0.2, .5], derivate=True, name=r'$f_\\epsilon, \\epsilon={:.3f}$,'.format(eps_huber))\n", "plot_data_statistics(x, worst_corruption, alpha_huber, \"WorstCorruption1pt5\",\n", " xlims=[-10, 10], ylims=[-0.2, .5], derivate=True, name=r'$h_\\epsilon, \\epsilon={:.3f}$,'.format(eps_huber))\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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f8BrAACZbaAEcrxPAgBIYrIBbl8kpH2Ld4fo3NR/s68bcUhb5YrFdzSILGMBkC+2Gm/Uq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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-10, 10, 500)\n", "alpha_huber = 2.5\n", "eps_huber = compute_contamination(alpha_huber)\n", "plot_data_statistics(x, optimal_distribution, alpha_huber, \"Optimal2pt5\",\n", " ylims=[-0.2, .5], derivate=True, name=r'$f_\\epsilon, \\epsilon={:.3f}$'.format(eps_huber))\n", "plot_data_statistics(x, worst_corruption, alpha_huber, \"WorstCorruption2pt5\",\n", " xlims=[-10, 10], ylims=[-0.2, .5], derivate=True, name=r'$h_\\epsilon, \\epsilon={:.3f}$'.format(eps_huber))\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }