{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Hand gesture classification with EMG data using Riemannian metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook we are using EMG time series collected by 8 electrodes placed on the arm skin. We are going to show how to \n", "- Process these kind of signal into covariance matrices that we can manipulate with geomstats tools.\n", "- How to apply ML algorithms on this data to classify four different hand gestures present in the data (Rock, Paper, Scissors, Ok).\n", "- How do the different methods (using Riemanian metrics, projecting on tangent space, Euclidean metric) compare to each other." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Context\n", "\n", "The data are acquired from somOS-interface: an sEMG armband that allows you to interact via bluetooth with an Android smartphone (you can contact Marius Guerard (marius.guerard@gmail.com) or Renaud Renault (renaud.armand.renault@gmail.com) for more info on how to make this kind of armband yourself). \n", "\n", "An example of application is to record static signs that are linked with different actions (moving a cursor and clicking, sign recognition for command based personal assistants, ...). In these experiments, we want to evaluate the difference in performance (measured as the accuracy of sign recognition) between three different real life situations where we change the conditions of training (when user record signs or \"calibrate\" the device) and testing (when the app guess what sign the user is doing):\n", "\n", "- 1. What is the accuracy when doing sign recognition right after training?\n", "- 2. What is the accuracy when calibrating, removing and replacing the armband at the same position and then testing? \n", "- 3. What is the accuracy when calibrating, removing the armband and giving it to someone else that is testing it without calibration?\n", "\n", "To simulate these situations, we record data from two different users (rr and mg) and in two different sessions (s1 or s2). The user put the bracelet before every session and remove it after every session.\n", "\n", "Quick description of the data:\n", "- Each row corresponds to one acquisition, there is an acquisition every ~4 ms for 8 electrodes which correspond to a 250Hz acquisition rate.\n", "- The time column is in ms.\n", "- The columns c0 to c7 correspond to the electrical value recorded at each of the 8 electrodes (arbitrary unit).\n", "- The label correspond to the sign being recorded by the user at this time point ('rest', 'rock', 'paper', 'scissors', or 'ok). 'rest' correspond to a rested arm.\n", "- the exp identify the user (rr and mg) and the session (s1 or s2)\n", "\n", "Note: Another interesting use case, not explored in this notebook, would be to test what is the accruacy when calibrating, removing the armband and giving it to someone else that is calibrating it on its own arm before testing it. The idea being that transfer learning might help getting better results (or faster calibration) than calibrating on one user." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before starting this tutorial, we set the working directory to be the root of the geomstats repository. In order to have the code working on your machine, you need to change this path to the path of your geomstats repository." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /home/marius/proj/geomstats\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using numpy backend\n" ] } ], "source": [ "import os\n", "import subprocess\n", "import matplotlib\n", "matplotlib.interactive(True)\n", "import matplotlib.pyplot as plt\n", "\n", "geomstats_gitroot_path = subprocess.check_output(\n", " ['git', 'rev-parse', '--show-toplevel'], \n", " universal_newlines=True)\n", "\n", "os.chdir(geomstats_gitroot_path[:-1])\n", "\n", "print('Working directory: ', os.getcwd())\n", "\n", "import geomstats.backend as gs\n", "\n", "gs.random.seed(2021)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N_ELECTRODES = 8\n", "N_SIGNS = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Data\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import geomstats.datasets.utils as data_utils\n", "\n", "data = data_utils.load_emg()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " time c0 c1 c2 c3 c4 c5 c6 c7 label exp\n", "0 23 127 123 128 134 125 128 130 124 rest mg_s1\n", "1 28 126 130 128 119 129 128 126 133 rest mg_s1\n", "2 32 129 130 127 125 129 129 127 130 rest mg_s1\n", "3 36 127 128 126 123 128 127 125 131 rest mg_s1\n", "4 40 127 128 129 124 127 129 127 128 rest mg_s1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(N_SIGNS, figsize=(20, 20))\n", "label_list = ['rock', 'scissors', 'paper', 'ok']\n", "for i, label_i in enumerate(label_list):\n", " sign_df = data[data.label==label_i].iloc[:100]\n", " for electrode in range(N_ELECTRODES):\n", " ax[i].plot(sign_df.iloc[:, 1 + electrode])\n", " ax[i].title.set_text(label_i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are removing the sign 'rest' for the rest of the analysis." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data = data[data.label != 'rest']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocessing into covariance matrices" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "### Parameters.\n", "N_STEPS = 100\n", "LABEL_MAP = {'rock': 0, 'scissors': 1, 'paper': 2, 'ok': 3}\n", "MARGIN = 1000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unpacking data into arrays for batching" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data_dict = {\n", " 'time': gs.array(data.time),\n", " 'raw_data': gs.array(data[['c{}'.format(i) for i in range(N_ELECTRODES)]]),\n", " 'label': gs.array(data.label),\n", " 'exp': gs.array(data.exp)}" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from geomstats.datasets.prepare_emg_data import TimeSeriesCovariance\n", "\n", "cov_data = TimeSeriesCovariance(data_dict, N_STEPS, N_ELECTRODES, LABEL_MAP, MARGIN)\n", "cov_data.transform()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We check that these matrics belong to the space of SPD matrices." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import geomstats.geometry.spd_matrices as spd\n", "\n", "manifold = spd.SPDMatrices(N_ELECTRODES)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.all(manifold.belongs(cov_data.covs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariances plot of the euclidean average" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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qOlpVRzc3j+9PdwAAPOgMdp/5a8P8Bctu6nBXVRcmeVOSl3T3Xff/fHdf291HuvvI2trh/ewRAGBpnWkGu8/8tW7+gmU3VbirqrVs/1J5XXf/xnxbAgAgMYMBs5nmbJmV5FVJbu7uV8y/JQAAzGDArKZZubs6yYuSPKOqbpq8fcec+wIAWHZmMGAmu14KobvfnaQW0AsAABNmMGBWM50tEwAAgINJuAMAABgB4Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARmB1Hjutrc6hjVPz2PUUxWuYukkuvn2gx5zk0//9cI/7Ca8brnZObQ1WujaH+/+uUz1M3a1h6gKwu+pk9cQwz00rV37tIHWT5NFvXRus9t2XD7dOcsEdw9U+dHK4+asHHDtXTpwcpvAM85eVOwAAgBEQ7gAAAEZAuAMAABgB4Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYAR2DXdVdV5Vva+qPlhVH6mqn11EYwAAy8wMBsxqdYptvpLkGd19T1WtJXl3Vf12d79nzr0BACwzMxgwk13DXXd3knsmH65N3nqeTQEALDszGDCrqV5zV1UrVXVTkjuTvLO733uaba6pqqNVdXTj5Jf2u08AgKWz2wx2n/lr4/gwTQIHxlThrrtPdfeTk1yW5KqqetJptrm2u49095H11Qv2u08AgKWz2wx2n/lr/fAwTQIHxkxny+zuLya5Pslz5tINAAAPYAYDpjHN2TIfUVWXTN4/P8m3JfnYvBsDAFhmZjBgVtOcLfPRSV5bVSvZDoO/1t1vmW9bAABLzwwGzGSas2X+UZKnLKAXAAAmzGDArGZ6zR0AAAAHk3AHAAAwAsIdAADACAh3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIzA6jx22iuVkxeuz2PXu1o5cXKQukly+FPHB6v9hNfVYLX/8/cdHqz2Y9923mC1D53qwWpna5jaW7etDFIXgCl0p04O8/ywcenFg9RNkgs/9aXBal9wx3DrJH/6zRcMVvurPro5WO1Dm1uD1T51wVyi0656dfrvMyt3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACEwd7qpqpao+UFVvmWdDAABsM38Bs5hl5e7FSW6eVyMAADyA+QuY2lThrqouS/KdSV4533YAAEjMX8Dspl25+/kkL02y9WAbVNU1VXW0qo5ubB7fl+YAAJaY+QuYya7hrqqel+TO7r7hTNt197XdfaS7j6yvHd63BgEAlo35C9iLaVburk7y/Kq6Ncl1SZ5RVb86164AAJab+QuY2a7hrrtf3t2XdfcVSV6Q5He6+/vn3hkAwJIyfwF74Tp3AAAAI7A6y8bdfX2S6+fSCQAAD2D+AqZl5Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYARW57HTrsrW+so8dr2r6kHKJklWv/Cl4Yqf2hqs9GPfdt5gtW97fg1W+2E3zOXHZyoXf2pzmMLDfbkB2E1VemWYX9R9aMAniK3hhr9DJ4ebv77qowPNAknuPLI2WO2Hf+jkYLXX7j41TOEZvsWt3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAisTrNRVd2a5O4kp5Kc7O4j82wKAAAzGDCbqcLdxLd29+fm1gkAAKdjBgOm4rBMAACAEZg23HWSd1TVDVV1zTwbAgDgvzKDAVOb9rDMq7v7jqp6ZJJ3VtXHuvtdOzeY/MK5Jkkect4l+9wmAMBSOuMMdp/56yHmL1h2U63cdfcdk3/vTPLmJFedZptru/tIdx9ZWzu8v10CACyh3WawnfPX+rr5C5bdruGuqg5X1UX3vp/kWUk+PO/GAACWmRkMmNU0h2U+Ksmbq+re7V/f3W+ba1cAAJjBgJnsGu66+5Yk37iAXgAAmDCDAbNyKQQAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZgdR47ra3O6j0b89j1rrbWVwapmyRb568NVrs2Tw1W+9CpHqz2w26Yy7fwVN72M/9isNrP+ic/OUjdUzfWIHUBmEJ36uTWMKUPDTd/9dqAtQd8Wjy0Ocz/dZI8/EMnB6t9x98Ybm3q8ncONPPO8H1m5Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZgqnBXVZdU1Rur6mNVdXNVPXXejQEALDszGDCL1Sm3+5dJ3tbdf6uq1pNcMMeeAADYZgYDprZruKuqi5M8LcnfTpLu3kiyMd+2AACWmxkMmNU0h2U+Pslnk/xKVX2gql5ZVYfvv1FVXVNVR6vq6Obm8X1vFABgyew6g+2cvzbMX7D0pgl3q0m+Kckvd/dTkhxP8rL7b9Td13b3ke4+srb2gOwHAMBsdp3Bds5f6+YvWHrThLtjSY5193snH78x279oAACYHzMYMJNdw113fybJ7VV15eSmZyb56Fy7AgBYcmYwYFbTni3zx5K8bnKWpluS/OD8WgIAYMIMBkxtqnDX3TclOTLnXgAA2MEMBsxiqouYAwAAcLAJdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAI7A6l70eqpw6vDaXXe9aemNrkLpJkqrhSp/qwWpna7jaF39qc7Daz/onPzlY7e/6n981SN1X/ae7B6kLwMHWq8PNQPnKcKVXTpwcrPapC+Yzxk9j7e5Tg9W+/J3DzZ3Hnj7M13zjj6b/+bJyBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAI7BruKuqK6vqph1vd1XVSxbRHADAsjKDAbNa3W2D7v54kicnSVWtJPl0kjfPuS8AgKVmBgNmNethmc9M8snuvm0ezQAAcFpmMGBXu67c3c8LkrzhdJ+oqmuSXJMkD3nIJWfZFgAAO5x2Brvv/PWXFt0TcMBMvXJXVetJnp/k10/3+e6+truPdPeR9fXD+9UfAMBSO9MMdp/5a838BctulsMyn5vkxu7+03k1AwDAA5jBgKnMEu5emAc5JBMAgLkxgwFTmSrcVdUFSb49yW/Mtx0AAO5lBgNmMdUJVbr7S0keNudeAADYwQwGzGLWSyEAAABwAAl3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjUN29/zut+myS2/Z494cn+dw+tqO22gep7rle+3Hd/Yj9agaA/XOW81dybj8/nYu1l/Exq703U89fcwl3Z6Oqjnb3EbXVHmPdZa4NwMG2rM9PZhG1x1TbYZkAAAAjINwBAACMwEEMd9eqrfaI6y5zbQAOtmV9fjKLqD2a2gfuNXcAAADM7iCu3AEAADAj4Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZAuAMAABgB4Q4AAGAEhDsAAIAREO4AAABGQLgDAIBzTFW9pqr+8dB9cLAIdwAAACMg3DGo2ub7EAAAzpKheslV1a1V9fKq+mhVfaGqfqWqzquqh1bVW6rqs5Pb31JVl+243/VV9X9U1fuq6s+r6jer6qt2fP6vVdUfVNUXq+qDVfX0+933n1TV7yf5UpLHL/RBAwCcI6rq6yez0xer6iNV9fzTbHNRVf1uVf2rqqoh+uRgEO5Iku9L8uwkX5Pkv0nyD7L9vfErSR6X5LFJvpzk/77f/X4gyd9JcmmSk0n+VZJU1WOS/Ick/zjJVyX5ySRvqqpH7Ljvi5Jck+SiJLfN40EBAJzLqmotyb9P8o4kj0zyY0leV1VX7tjmYUn+vyS/391/v7t7kGY5EMr//3KrqluT/Fx3/+vJx9+R5Be6+2vut92Tk/xudz908vH1Sd7T3S+bfPzEJDclOT/bYe5J3f2iHfd/e5LXd/drJ/d9V3f/wzk/PACAc1ZV/Y0kv57k0u7emtz2hiQfT3JFkq0kVyV5bXf/86H65OBYHboBDoTbd7x/W5JLq+qCJP9XkuckeejkcxdV1Up3n3qQ+60leXi2V/v+h6r6rh2fX0vyuw9SEwCAB7o0ye33BruJ25I8ZvL+dya5J8m/XnRjHEwOyyRJLt/x/mOT3JHkJ5JcmeSbu/viJE+bfL7OcL/NJJ/LdnD7d919yY63w939czu2t2QMAHBmdyS5/H4nn3tskk9P3v83Sd6W5K1VdXjRzXHwCHckyY9U1WWTE6L8dJL/J9uvhftyki9Obv+Z09zv+6vqiZNVvv89yRsnq3q/muS7qurZVbUyOUHL03eekAUAgF29N8nxJC+tqrXJCeq+K8l1O7b50WwfpvmWqjp/8S1ykAh3JMnrs/1C3Vsmb/84yc9n+/Vzn0vynmz/Vej+/l2S1yT5TJLzkvz9JOnu25N8d7aD4mezvZL3U/H9BgAwte7eSPL8JM/N9kz2S0l+oLs/tmObzvZJ6m5P8ptVdd4QvXIwOKHKkpucUOWHuvs/zni/65P8ane/ch59AQAAszlQKylV9Zyq+nhVfaKqXrbAuq+uqjur6sOLqjmpe/nkmiQ3T65b8uIF1j6vqt6X7RfqvrKqfnZRtXf0sFJVH6iqtyy47q1V9aGquqmqji649iVV9caq+tjk//2pC6p75eTx3vt2V1W9ZBG1ATjYhpq/JrWXdgabXAf4I2awhdVeihnswKzcVdVKkj9O8u1JjiV5f5IXdvdHF1D7adk+09C/7e4nzbvejrqPTvLo7r6xqi5KckOSv7mgx1xJDif5cJIfzvZr5l7c3e+Z8v7X5yxX7qrqx5McSXJxdz9vr/vZQ91bkxzp7s8tquaO2q9N8nvd/cqqWk9yQXd/ccE9rGT7hdjf3N2uMQiwxIacvyb1l3YG6+57Jtexe3dmmMH2qQcz2EhnsIO0cndVkk909y2T44uvy/brtuauu9+V5POLqHW/un/S3TdO3r87yc35i1Pbzrt2d/c93X1Fkt/L9qUKpk763f30swx2l2X79L1Lc1hnVd171tFXJdvH0S/6l8rEM5N8UrADIAPOX8lyz2CTD9cy4wx2tsxg457BDlK4e0zue+2zY1nQD9lBUFVXJHlKts+KtKiaK1V1U5I7k7yzuxdWO9snbHlpti++uWid5B1VdUNVXbPAuo/P9glmfmVyKMQrBzpt8QuSvGGAugAcPEs9fyVmsAUzg815BjtI4a5Oc9vBOGZ0zqrqwiRvSvKS7r5rUXW7+1R3PznJZUmuqqqFHA5RVc9Lcmd337CIeqdxdXd/U7bPPPUjk0NCFmE1yTcl+eXufkq2T2286Nc2rGf7rFu/vsi6ABxYSzt/JWawAZjB5jyDHaRwdyz3vSj2Zdm+cOOoTY61flOS13X3bwzRw2RZ+vokz1lQyauTPH9y3PV1SZ5RVb+6oNrp7jsm/96Z5M3ZPiRlEY4lObbjr3NvzPYvmkV6bpIbu/tPF1wXgINpKeevxAwWM9goZ7CDFO7en+QJVfXVk2T7giS/NXBPczV5Qe2rktzc3a9YcO1HVNUlk/fPT/JtST525nvtj+5+eXdfNnm93wuS/E53f/8ialfV4ckLpzNZjn9Wtk8qM3fd/Zkkt1fVlZObnplkIS9Y3+GFcUgmAH9h6eavxAxmBhvvDLY67wLT6u6TVfWjSd6eZCXJq7v7I4uoXVVvSPL0JA+vqmNJfqa7X7WA0lcneVGSD02Ou06Sn+7uty6g9qOTvHZy1p5DSX6tuxd6OtyBPCrJm7d/p2c1yeu7+3Q+15xUAAAQ1UlEQVQXaJ+XH0vyuskT6C1JfnBRhavqgmyfDe2HF1UTgINtyPkrMYPFDGYG2+9aB+VSCAAAAOzdQTosEwAAgD0S7gAAAEZAuAMAABgB4Q4AAGAEDly4W/DV6tVe0trL+JiHrg3Awbasz09mEbXHVPvAhbskQw6fai9P7WV8zEPXBuBgW9bnJ7OI2qOpfRDDHQAAADOay3XuVi++oNceecme7nvqri9l5eIL9lx7/VOn9nzfja0vZ/3Q+Xu+/8mL1vd+3xPHs3re4T3f/9Cpvf8/bm4cz9r63mvnLL6Fzrr2kHX3+Lg3N49nbe0sa9cea5/l4z7x5S9kc+P4HqsDME8rFx3u1Yc9dM/3P3XP8axcuLfniPNuP7Hnukmy0SeyXuft6b5bh/d2v3udzfNyncUcvbF5POtnOw+oPZN9mcEGqH3ixBezsTnd/LW6pwq7WHvkJfnaV/zQPHa9q8t+5M8HqZskn3/aYwervX7P1mC1D23u/x8IplVbA9Y+i0B9trZWh8lXN/7BLwxSF4DdrT7sofnL//DHBqn9dS++eZC6SbJx1dcNVvvQxt4XFc5pNdzfeYec/Ybyvpt+aeptHZYJAAAwAsIdAADACAh3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjMFW4q6rnVNXHq+oTVfWyeTcFAIAZDJjNruGuqlaS/GKS5yZ5YpIXVtUT590YAMAyM4MBs5pm5e6qJJ/o7lu6eyPJdUm+e75tAQAsPTMYMJNpwt1jkty+4+Njk9vuo6quqaqjVXX01F1f2q/+AACW1a4z2H3mr3uOL7Q54OCZJtzVaW7rB9zQfW13H+nuIysXX3D2nQEALLddZ7D7zF8XHl5QW8BBNU24O5bk8h0fX5bkjvm0AwDAhBkMmMk04e79SZ5QVV9dVetJXpDkt+bbFgDA0jODATNZ3W2D7j5ZVT+a5O1JVpK8urs/MvfOAACWmBkMmNWu4S5JuvutSd46514AANjBDAbMYqqLmAMAAHCwCXcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAIyDcAQAAjIBwBwAAMAJTXcR8VuufOpXLfuTP57HrXf2H9w93nc9nX/rkwWof+savH6z2ly+9cLDaW+vL+feJXhmo7nJ+uQHOCefdfiJf9+KbB6n92//59wepmyTPvvT4YLUPPenrBqt98pLzBqs9pD5UwxU/B+agc6BFAAAAdiPcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACOwa7qrq1VV1Z1V9eBENAQBgBgNmN83K3WuSPGfOfQAAcF+viRkMmMGu4a6735Xk8wvoBQCACTMYMCuvuQMAABiB1f3aUVVdk+SaJDlv5aL92i0AAA/iPvNXHR64G2Bo+7Zy193XdveR7j6yfuj8/dotAAAP4j7zV503dDvAwByWCQAAMALTXArhDUn+MMmVVXWsqv7u/NsCAFhuZjBgVru+5q67X7iIRgAA+AtmMGBWDssEAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZAuAMAABiB1Xns9ORF6/n80x47j13v6tmXPnmQuknyD2+5cbDaf+8X/vpgtR959MuD1U73YKW31lcGq31o49QwdU8O9/UG4My2Dp+Xjau+bpDaz770+CB1k+Sln/zQYLVf/o+eOljth370nsFq51ANVnprdbi1qTo5WOmpWbkDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZAuAMAABgB4Q4AAGAEhDsAAIAREO4AAABGYNdwV1WXV9XvVtXNVfWRqnrxIhoDAFhmZjBgVqtTbHMyyU90941VdVGSG6rqnd390Tn3BgCwzMxgwEx2Xbnr7j/p7hsn79+d5OYkj5l3YwAAy8wMBsxqptfcVdUVSZ6S5L2n+dw1VXW0qo6ePHF8f7oDAOBBZ7Cd89fmpvkLlt3U4a6qLkzypiQv6e677v/57r62u49095HV8w7vZ48AAEvrTDPYzvlrbc38BctuqnBXVWvZ/qXyuu7+jfm2BABAYgYDZjPN2TIryauS3Nzdr5h/SwAAmMGAWU2zcnd1khcleUZV3TR5+4459wUAsOzMYMBMdr0UQne/O0ktoBcAACbMYMCsZjpbJgAAAAeTcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAIyDcAQAAjMDqPHZ66FRn/Z6teex699rf+PWD1E2Sv/cLf32w2nd9/eZgtR/+weH+RnDo1DDfZ0nSqzVY7TrRwxQeqCwAu6vuHNo4NUjtQ0/6ukHqJsnL/9FTB6t9/NHDzQKXfHy4+asGnL+GdOjEQPP21vQDmJU7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZAuAMAABgB4Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBHYNd1V1XlW9r6o+WFUfqaqfXURjAADLzAwGzGp1im2+kuQZ3X1PVa0leXdV/XZ3v2fOvQEALDMzGDCTXcNdd3eSeyYfrk3eep5NAQAsOzMYMKupXnNXVStVdVOSO5O8s7vfe5ptrqmqo1V1dHPj+H73CQCwdHabwXbOXxub5i9YdlOFu+4+1d1PTnJZkquq6kmn2eba7j7S3UfW1g/vd58AAEtntxls5/y1vmb+gmU309kyu/uLSa5P8py5dAMAwAOYwYBpTHO2zEdU1SWT989P8m1JPjbvxgAAlpkZDJjVNGfLfHSS11bVSrbD4K9191vm2xYAwNIzgwEzmeZsmX+U5CkL6AUAgAkzGDCrmV5zBwAAwMEk3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAI7A6l712cmiz57Lr3Xz50gsHqZskjzz65cFqP/yDw+X0W753ZbDal71jPt/C0xjqezxJNg+fN0jdrTV/DwLggU5eMszzUpI89KP3DFb7ko8P97z4J1cfHqz2o46eGKx2arjSmw8Z5vu8V6b/PjOpAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAIzB1uKuqlar6QFW9ZZ4NAQCwzfwFzGKWlbsXJ7l5Xo0AAPAA5i9galOFu6q6LMl3JnnlfNsBACAxfwGzm3bl7ueTvDTJ1oNtUFXXVNXRqjq6uXF8X5oDAFhiM81fG5vmL1h2u4a7qnpekju7+4Yzbdfd13b3ke4+srZ+eN8aBABYNnuZv9bXzF+w7KZZubs6yfOr6tYk1yV5RlX96ly7AgBYbuYvYGa7hrvufnl3X9bdVyR5QZLf6e7vn3tnAABLyvwF7IXr3AEAAIzA6iwbd/f1Sa6fSycAADyA+QuYlpU7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZAuAMAABgB4Q4AAGAEhDsAAIARWJ3Xjmur57XrM9paHzCv9jCPOUkOndoarPZl75jbt9Gu7vnLK4PVvujTJwerPdTPVzLc9zgAU6gauoPFOzTcY64B569HHT0xWO0vP3J9sNrnf3ZjsNpDzV+zfIdbuQMAABgB4Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZgdZqNqurWJHcnOZXkZHcfmWdTAACYwYDZTBXuJr61uz83t04AADgdMxgwFYdlAgAAjMC04a6TvKOqbqiqa063QVVdU1VHq+ro5sbx/esQAGB5nXEG2zl/bWyav2DZTXtY5tXdfUdVPTLJO6vqY939rp0bdPe1Sa5Nkov+0mW9z30CACyjM85gO+eviy96jPkLltxUK3fdfcfk3zuTvDnJVfNsCgAAMxgwm13DXVUdrqqL7n0/ybOSfHjejQEALDMzGDCraQ7LfFSSN1fVvdu/vrvfNteuAAAwgwEz2TXcdfctSb5xAb0AADBhBgNm5VIIAAAAIyDcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAICHcAAAAjsDqXvXZSp3ouuz7IttZXBqvdqzVY7UObw/1fX/Tpk4PVvvvy+fz4TOOiY8M9bgAOrtoa5jm5Dw03h2ytLulaxXBf8pz/2Y3Ban/pUeuD1T7/zs1B6s7yU72kPw0AAADjItwBAACMgHAHAAAwAsIdAADACAh3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAgIdwAAACMg3AEAAIyAcAcAADACwh0AAMAITBXuquqSqnpjVX2sqm6uqqfOuzEAgGVnBgNmsTrldv8yydu6+29V1XqSC+bYEwAA28xgwNR2DXdVdXGSpyX520nS3RtJNubbFgDAcjODAbOa5rDMxyf5bJJfqaoPVNUrq+rw/Teqqmuq6mhVHd3cPL7vjQIALJldZzDzF7DTNOFuNck3Jfnl7n5KkuNJXnb/jbr72u4+0t1H1tYekP0AAJjNrjOY+QvYaZpwdyzJse5+7+TjN2b7Fw0AAPNjBgNmsmu46+7PJLm9qq6c3PTMJB+da1cAAEvODAbMatqzZf5YktdNztJ0S5IfnF9LAABMmMGAqU0V7rr7piRH5twLAAA7mMGAWUx1EXMAAAAONuEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZAuAMAABiB1bnstZKt1ZrLrnfTK4OUTZIc2jg1WO060YPV3jx83mC1a2u4x33RsZOD1f7sN87nR3c3J98zzM81AAfcgMsFNdzTcQ6d2Bys9uZDlnP+Ov/O4b7mdz1ufZC6WzdNP39ZuQMAABgB4Q4AAGAEhDsAAIAREO4AAABGQLgDAAAYAeEOAABgBIQ7AACAERDuAAAARkC4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEZg13BXVVdW1U073u6qqpcsojkAgGVlBgNmtbrbBt398SRPTpKqWkny6SRvnnNfAABLzQwGzGrWwzKfmeST3X3bPJoBAOC0zGDArmYNdy9I8obTfaKqrqmqo1V1dHPj+Nl3BgDAvU47g91n/to0f8GymzrcVdV6kucn+fXTfb67r+3uI919ZG398H71BwCw1M40g91n/lozf8Gym2Xl7rlJbuzuP51XMwAAPIAZDJjKLOHuhXmQQzIBAJgbMxgwlanCXVVdkOTbk/zGfNsBAOBeZjBgFrteCiFJuvtLSR42514AANjBDAbMYtazZQIAAHAACXcAAAAjINwBAACMgHAHAAAwAsIdAADACAh3AAAAIyDcAQAAjIBwBwAAMALCHQAAwAhUd+//Tqs+m+S2Pd794Uk+t4/tqK32Qap7rtd+XHc/Yr+aAWD/nOX8lZzbz0/nYu1lfMxq783U89dcwt3ZqKqj3X1EbbXHWHeZawNwsC3r85NZRO0x1XZYJgAAwAgIdwAAACNwEMPdtWqrPeK6y1wbgINtWZ+fzCJqj6b2gXvNHQAAALM7iCt3AAAAzEi4AwAAGAHhDgAAYASEOwAAgBEQ7gAAAEbg/wdxwBHXOxfYHwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=(20, 10))\n", "for label_i, i in cov_data.label_map.items():\n", " label_ids = np.where(cov_data.labels==i)[0]\n", " sign_cov_mat = cov_data.covs[label_ids]\n", " mean_cov = np.mean(sign_cov_mat, axis=0)\n", " ax[i // 2, i % 2].matshow(mean_cov)\n", " ax[i // 2, i % 2].title.set_text(label_i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the euclidean average of the spd matrices for each sign, does not show a striking difference between 3 of our signs (scissors, paper, and ok). Minimum Distance to Mean (MDM) algorithm will probably performed poorly if using euclidean mean here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariances plot of the Frechet Mean of the affine invariant metric" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from geomstats.learning.frechet_mean import FrechetMean\n", "from geomstats.geometry.spd_matrices import SPDMetricAffine" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "metric_affine = SPDMetricAffine(N_ELECTRODES)\n", "mean_affine = FrechetMean(metric=metric_affine, point_type='matrix')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=(20, 10))\n", "for label_i, i in cov_data.label_map.items():\n", " label_ids = np.where(cov_data.labels==i)[0]\n", " sign_cov_mat = cov_data.covs[label_ids]\n", " mean_affine.fit(X=sign_cov_mat)\n", " mean_cov = mean_affine.estimate_\n", " ax[i // 2, i % 2].matshow(mean_cov)\n", " ax[i // 2, i % 2].title.set_text(label_i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the average matrices computed using the affine invariant metric are now more differenciated from each other and can potentially give better results, when using MDM to predict the sign linked to a matrix sample." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sign Classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now going to train some classifiers on those matrices to see how we can accurately discriminate these 4 hand positions.\n", "The baseline accuracy is defined as the accuracy we get by randomly guessing the signs. In our case, the baseline accuracy is 25%." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import cross_validate\n", "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Hiding the numerous sklearn warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: keras in /home/marius/miniconda3/envs/stats/lib/python3.7/site-packages (2.3.1)\n", "Requirement already satisfied: numpy>=1.9.1 in /home/marius/miniconda3/envs/stats/lib/python3.7/site-packages (from keras) (1.19.5)\n", "Requirement already satisfied: keras-applications>=1.0.6 in 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/home/marius/miniconda3/envs/stats/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow) (0.4.8)\n", "\u001b[31mastroid 2.2.5 requires typed-ast>=1.3.0; implementation_name == \"cpython\", which is not installed.\u001b[0m\n", "Installing collected packages: six, setuptools\n", " Found existing installation: six 1.12.0\n", " Uninstalling six-1.12.0:\n", " Successfully uninstalled six-1.12.0\n", " Found existing installation: setuptools 40.8.0\n", " Uninstalling setuptools-40.8.0:\n", " Successfully uninstalled setuptools-40.8.0\n", "Successfully installed setuptools-54.1.0 six-1.15.0\n" ] } ], "source": [ "!pip install keras\n", "!pip install tensorflow" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from keras.wrappers.scikit_learn import KerasClassifier\n", "import tensorflow as tf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "N_EPOCHS is the number of epochs on which to train the DNN. Recommended is ~100" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "N_EPOCHS = 10\n", "N_FEATURES = int(N_ELECTRODES * (N_ELECTRODES + 1) / 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A. Test on the same session and user as Training/Calibration \n", "\n", "In this first part we are training our model on the same session that we are testing it on. In real life, it corresponds to a user calibrating his armband right before using it. To do this, we are splitting every session in k-folds, training on $(k-1)$ fold to test on the $k^{th}$ last fold. \n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "class ExpResults:\n", " \"\"\"Class handling the score collection and plotting among the different experiments.\n", " \"\"\"\n", " \n", " def __init__(self, exps):\n", " self.exps = exps\n", " self.results = {}\n", " self.exp_ids = {}\n", " # Compute the index corresponding to each session only once at initialization.\n", " for exp in set(self.exps):\n", " self.exp_ids[exp] = np.where(self.exps==exp)[0]\n", " \n", " def add_result(self, model_name, model, X, y):\n", " \"\"\"Add the results from the cross validated pipeline.\n", " \n", " For the model 'pipeline', it will add the cross validated results of every session in the model_name\n", " entry of self.results.\n", " \n", " Parameters\n", " ---------- \n", " model_name : str\n", " Name of the pipeline/model that we are adding results from.\n", " model : sklearn.pipeline.Pipeline\n", " sklearn pipeline that we are evaluating.\n", " X : array\n", " data that we are ingesting in the pipeline.\n", " y : array\n", " labels corresponding to the data.\n", " \"\"\"\n", " self.results[model_name] = {'fit_time': [], 'score_time': [], 'test_score': [], 'train_score': []}\n", " for exp in self.exp_ids.keys():\n", " ids = self.exp_ids[exp]\n", " exp_result = cross_validate(pipeline, X[ids], y[ids])\n", " for key in exp_result.keys():\n", " self.results[model_name][key] += list(exp_result[key])\n", " print('Average training score: {}, Average test score: {}'.format(np.mean(self.results[model_name]['train_score']), \n", " np.mean(self.results[model_name]['test_score'])))\n", " \n", " def plot_results(self, title, variables, err_bar=None, save_name=None, xlabel='Model', ylabel='Acc'):\n", " \"\"\"Plot bar plot comparing the different pipelines' results.\n", " \n", " Compare the results added previously using the 'add_result' method with bar plots.\n", " \n", " Parameters\n", " ---------- \n", " title : str\n", " Title of the plot.\n", " variables : list of array\n", " List of the variables to plot (e.g. train_score, test_score,...)\n", " err_bar : list of float\n", " list of error to use for plotting error bars. If None, std is used by default.\n", " save_name : str\n", " path to save the plot. If None, plot is not saved.\n", " xlabel : str\n", " Label of the x-axis.\n", " ylabel : str\n", " Label of the y-axis.\n", " \"\"\"\n", " ### Some defaults parameters.\n", " w = 0.5 \n", " colors = ['b', 'r', 'gray']\n", " \n", " ### Reshaping the results for plotting.\n", " x_labels = self.results.keys()\n", " list_vec = []\n", " for variable in variables:\n", " list_vec.append(np.array([self.results[model][variable] for model in x_labels]).transpose())\n", " rand_m1 = lambda size: np.random.random(size) * 2 - 1\n", " \n", " ### Plots parameters. \n", " label_loc = np.arange(len(x_labels)) \n", " center_bar = [w * (i - 0.5) for i in range(len(list_vec))]\n", " \n", " ### Plots values. \n", " avg_vec = [np.nanmean(vec, axis=0) for vec in list_vec]\n", " if err_bar is None:\n", " err_bar = [np.nanstd(vec, axis=0) for vec in list_vec]\n", " \n", " ### Plotting the data. \n", " fig, ax = plt.subplots(figsize=(20, 15))\n", " for i, vec in enumerate(list_vec):\n", " label_i = variable[i] + ' (n = {})'.format(len(vec))\n", " rects = ax.bar(label_loc + center_bar[i], avg_vec[i], w, label=label_i,\n", " yerr=err_bar[i], color=colors[i], alpha=0.6)\n", " for j, x in enumerate(label_loc):\n", " ax.scatter((x + center_bar[i]) + rand_m1(vec[:, j].size) * w/4,\n", " vec[:, j], color=colors[i], edgecolor='k')\n", "\n", " # Add some text for labels, title and custom x-axis tick labels, etc. \n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel)\n", " ax.set_title(title)\n", " ax.set_xticks(label_loc)\n", " ax.set_xticklabels(x_labels)\n", " ax.legend()\n", " plt.legend()\n", " \n", " ### Saving the figure with a timestamp as a name. \n", " if save_name is not None:\n", " plt.savefig(save_name)\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "exp_arr = data.exp.iloc[cov_data.batches]\n", "intra_sessions_results = ExpResults(exp_arr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A.0. Using Logistic Regression on the vectorized Matrix (Euclidean Method)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average training score: 0.9952095673314819, Average test score: 0.8742901644101732\n" ] } ], "source": [ "pipeline = Pipeline(\n", " steps=[('standardize', StandardScaler()),\n", " ('logreg', LogisticRegression(solver='lbfgs', multi_class='multinomial'))])\n", "\n", "intra_sessions_results.add_result(model_name='logreg_eucl', model=pipeline, X=cov_data.covecs, y=cov_data.labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A.1. Using DNN on the vectorized Matrix (Euclidean Method)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "def create_model(weights='initial_weights.hd5', n_features=N_FEATURES, n_signs=N_SIGNS):\n", " \"\"\"Function to create model, required for using KerasClassifier and wrapp a Keras model inside a \n", " scikitlearn form.\n", " We added a weight saving/loading to remove the randomness of the weight initialization (for better comparison).\n", " \"\"\"\n", " model = tf.keras.models.Sequential([\n", " tf.keras.layers.Dense(n_features, activation='relu', input_shape=(n_features,)),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(17, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(n_signs, activation='softmax'),\n", "])\n", " \n", " model.compile(loss = 'sparse_categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n", " if weights is None:\n", " model.save_weights('initial_weights.hd5')\n", " else:\n", " model.load_weights(weights)\n", " return model\n", "\n", "def create_model_covariance(weights='initial_weights.hd5'):\n", " return create_model(weights=weights, n_features=N_FEATURES)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the line below to generate the 'initial_weights.hd5' file" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "generate_weights = create_model(weights=None)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average training score: 0.9315860768159231, Average test score: 0.7563349033395449\n" ] } ], "source": [ "pipeline = Pipeline(\n", " steps=[('standardize', StandardScaler()),\n", " ('dnn', KerasClassifier(build_fn=create_model, epochs=N_EPOCHS, verbose=0))])\n", "\n", "intra_sessions_results.add_result(model_name='dnn_eucl', model=pipeline, X=cov_data.covecs, y=cov_data.labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A.2. Using Tangent space projection + Logistic Regression" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average training score: 0.9979362910724271, Average test score: 0.8770538577108459\n" ] } ], "source": [ "from geomstats.learning.preprocessing import ToTangentSpace\n", "\n", "pipeline = Pipeline(\n", " steps=[('feature_ext', ToTangentSpace(geometry=metric_affine)),\n", " ('standardize', StandardScaler()),\n", " ('logreg', LogisticRegression(solver='lbfgs', multi_class='multinomial'))])\n", "\n", "intra_sessions_results.add_result(model_name='logreg_affinvariant_tangent', model=pipeline, X=cov_data.covs, y=cov_data.labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A.3. Using Tangent space projection + DNN" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average training score: 0.94588303565979, Average test score: 0.7830353255073229\n" ] } ], "source": [ "pipeline = Pipeline(\n", " steps=[('feature_ext', ToTangentSpace(geometry=metric_affine)),\n", " ('standardize', StandardScaler()),\n", " ('dnn', KerasClassifier(build_fn=create_model_covariance, epochs=N_EPOCHS, verbose=0))])\n", "\n", "intra_sessions_results.add_result(model_name='dnn_affinvariant_tangent', model=pipeline, X=cov_data.covs, y=cov_data.labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A.4. Using Euclidean MDM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A.5. Using MDM with a Riemannian metric" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary plots" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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BAACA/hI2sWyDMgAcAAAA6B8Dwlk2A8ABAACA52JlEzfEAHAAgMHU6RzJ2NjObNiwMWNjO9PpHOl3S8A65X609lnZBAAAa1yncySTk63uycJ7Mjt7PJOTB5PELw+BFeV+tD5Y2QQAAGtcq9Xu/sNuf5JbkuzPwsLhtFrtPncGrDfuR+uDsAkAANa4ubmTSfYsqe7p1gFWjvvR+iBsAgCANW50dEeS40uqx7t1gJXjfrQ+CJsA4Cr27duXffv29bsNgEa0260MDx9McjTJhSRHMzx8MO12q8+dAeuN+9H6YEA4AACscZeH7rZahzI3dzKjozvSbrcN4wVWnPvR+iBsAgCAdWBi4oB/zAGrgvvR2mcbHQAAAACNETYBAAAA0BhhEwAAAACNETYBAAAA0BhhEwAAAACNETYBAAAA0BhhEwAAAACNETYBAAAA0BhhEwAAAACNETYBAMAa1ekcydjYzmzYsDFjYzvT6Rzpd0sArAND/W4AAABoXqdzJJOTrSwsHE6yJ7OzxzM5eTBJMjFxoL/NAbCmWdkEAABrUKvV7gZN+5PckmR/FhYOp9Vq97kzANY6YRMAq5btHwDP39zcySR7llT3dOsA0DvCJgBWpcvbP2ZnP5Raz2d29kOZnGwJnACWaXR0R5LjS6rHu3UA6B1hEwCrku0fADen3W5lePhgkqNJLiQ5muHhg2m3W33uDGD5rHQfTAaEA7Aq2f4BcHMuDwFvtQ5lbu5kRkd3pN1uGw4ODAwHHQwuK5sAWJVs/wC4eRMTB3L69CN58smLOX36Ef84AwaKle6DS9gEwKpk+wcAwPpmpfvgEjYBsCpNTBzIvfe2s23boZSyKdu2Hcq999r+AQAwCJqYtWSl++ASNjGwDIqDtc/2DwCAwdPUqcJWug8uYRMDyZHoAAAAq1NTs5asdB9cwiYGkkFxAAAAq1OTs5asdB9MwiYGkkFxAAAAq5NZSwibGEhuXgAAAKuTWUsImxhIbl4AAADPrR8HK5m1hLCJFdfEzc7NCwAA4Pr6ebCSWUvr21C/G2B9uXyzuzTce09mZ49ncvJgktzwzWdi4oAbFgAAwDU882Cl5OmDlQ75txQ9ZWUTK8opcgAAACvDwUr0i7CJFeVmBwAAsDIcrES/CJtYUW52AAAAK8PBSvSLsIkV5WYHAACwMhysRL8YEM6KunxTa7UOZW7uZEZHd6TddrMDAADoBQcr0Q/CJlacmx0AAACsXbbRAQAAACum0zmSsbGd2bBhY8bGdqbTOdLvlmiYsIkV4WYCAABAp3Mkk5OtzM5+KLWez+zshzI52fJvxDVG2ETPuZkA653AHQDgklarnYWFw0n2J7klyf4sLBxOq9Xuc2c0SdhEz7mZAOuZwB0A4GlzcyeT7FlS3dOts1YIm+g5NxNgPRO4AwA8bXR0R5LjS6rHu3XWCmETPedmAqxnAncAgKe1260MDx9McjTJhSRHMzx8MO12q8+d0SRhEz3nZgKsZwJ3AICnTUwcyL33trNt26GUsinbth3Kvfe2MzFxoN+t0aChfjfA2nf5ptFqHcrc3MmMju5Iu+1mAqwP7XYrk5MHu1vp9iQ53g3cbaMDANaniYkD/j24xgmbWBFuJsB6JXCH63v3u/vdwer16KOX/tff0bXdc0+/OwDgaoRNANBjAncAANYTM5sAWJU6nSMZG9uZDRs2ZmxsZzqdIyt6zc98Zjrf+MZf9vyaAACw1ljZ1EeWRF+bZePLY+k4a1WncySTk62n5hzNzh7P5OTBJOnZCqGl1/zud8fz6KNfTqdzxKokAAC4AVY2AbDqtFrtbuizP8ktSfZnYeFwWq3eDdV+9jU358knX9nTawIAwFpkZRMAq87c3MlcOrntSnu69ZW85oszN3e8Z9cE1q6ZmVOZnj6R+flzGRnZnPHxXdm+/a41d00AuBormwBYdUZHdyRZGvIc79ZX8pp/1dNrAmvTzMypTE19NvPzr0lyMPPzr8nU1GczM3NqTV0TAK5F2MRAm5k5lY9+9OO5995789GPftwDFawR7XYrw8MHkxxNciHJ0QwPH0y73VrBa57Lhg1f7uk1gbVpevpEFhf3JtmaZGOSrVlc3Jvp6RNr6poAcC220TGwLv8G79KD1ZbMz5/N1NSxJLFkHAbc5YHcrdahzM2dzOjojrTb7Z4O6l56zRe8YFPuvPNOw8GBGzY/fy7JliXVLd362rkmAFyLlU0MLL/Bg7VtYuJATp9+JE8+eTGnTz+yIqHPldd89avH8wM/8NKeXxNYe0ZGNic5u6R6tltfO9cEgGsRNjGw/AYPAFiNxsd3ZWjoWJLHklxM8liGho5lfHzXmromAFyLbXQMrJGRzZmfP5tLK5su8xs8AKC/Lm/nn55+6IqT4Xb3dJt/P64JANcibOKm9POI3fHxXZmaOvbUzKbkbPc3eLtX5PoAANeyfftdTz0TXX5eOnr0z3r6vHTlNQFuVqdzJJ/5zHS++92FjI3tTLvdMsuSZRM28bz1e0C33+ABAKtdv5+XAJ6PTudIJidb+e53tyd5cWZn35/JyYNJInBiWYRNPG/PHNCdPD2g+6EVe3jyGzwAYDVbDc9LADeq1WpnYeFwkl/vVvZnYeFwWq1DwiaWxYBwnjcDugEArs/zErBadDpHMja2Mxs2bMzY2M50Okeu+dm5uZNJ9iyp7unW4bkJm3jeHLELAHB9npeA1eDytrjZ2Q+l1vOZnf1QJidb1wycRkd3JDm+pHq8W4fnJmzieXPELgDA9XleAlaDp7fF7U9yS57eFte+6ufb7VaGhw8mOZekJjma4eGDabdbK9Yzg83MJp43A7oBAK7P8xKwGtzotrjLc5kOHvxH+e53F7Jt26G0223zmlg2YRM3xYBuAIDr87wE9Nvo6I7Mzh7PpZVNl11/W9zExIF8+MP3JEkefPDBnvbH2mMbHQAAAKxhT2+LO5rkQmyLo9esbAIAAIA17PL2t1brUObmTmZ0dIdtcfSUsAkAAADWuImJA8IlVoxtdAAAAAA0RtgEAAAAQGOETQAAAAA0RtgEAAAAQGOETQAAAAA0xml09MzMzKlMT5/I/Py5jIxszvj4rmzffle/2wIAAAB6SNhET8zMnMrU1GezuLg3yZbMz5/N1NSxJBE4AQAAwBpmGx09MT19ohs0bU2yMcnWLC7uzfT0iT53BgAAAPSSsImemJ8/l2TLkuqWbh0AAABYq4RN9MTIyOYkZ5dUz3brAAAAwFolbKInxsd3ZWjoWJLHklxM8liGho5lfHxXnzsDBkGncyRjYzuzYcPGjI3tTKdzpN8tAQAAy2RAOD1xeQj49PRDV5xGt9twcOA5dTpHMjnZysLC4SR7Mjt7PJOTB5MkExMH+tscAADwnIRN9Mz27XcJl4Ab1mq1u0HT/m5lfxYWDqfVOiRsAgCAAWAbHQCrytzcySR7llT3dOsAAMBqJ2wCYFUZHd2R5PiS6vFuHQAAWO2ETQCsKu12K8PDB5McTXIhydEMDx9Mu93qc2cAAMBymNkEwKpyeS5Tq3Uoc3MnMzq6I+1227wmAAAYEMImAFadiYkDwiUAABhQttEBAAAA0BgrmxhoMzOnMj19IvPz5zIysjnj47uyfftd/W4LAGAgeJYCoBeETQysmZlTmZr6bBYX9ybZkvn5s5maOpYkHpIAAJ6DZykAesU2OgbW9PSJ7sPR1iQbk2zN4uLeTE+f6HNnAACrn2cpAHpF2MTAmp8/l2TLkuqWbh0AgOvxLAVArwibGFgjI5uTnF1SPdutAwBwPZ6lAOgVYRMDa3x8V4aGjiV5LMnFJI9laOhYxsd39bkzAIDVz7MUAL1iQDgD6/Lgyunph644QWW3gZYAAMvgWQqAXhE2MdC2b7/LAxEAwPPkWQqAXrCNDgAAAIDGCJsAAAAAaIxtdAAA0LCZmVOZnj5xxSykXbarAbBuCJsAAKBBMzOnMjX12Swu7k2yJfPzZzM1dSxJBE4ArAu20QEAQIOmp090g6atSTYm2ZrFxb2Znj7R584AYGUImwAAoEHz8+eSbFlS3dKtA8DaJ2wCAIAGjYxsTnJ2SfVstw4Aa5+wCQAAGjQ+vitDQ8eSPJbkYpLHMjR0LOPju/rcGQCsjJ4OCC+lvDHJB3Nps/pHaq0fWPL+aJI/SbK5+5n31Vo/2cueAACgly4PAZ+efuiK0+h2Gw4OwLrRs7CplLIxyR8k+XtJziSZLqU8UGv94hUf+2dJPl5r/aNSyg8l+WSSsV71BAAAK2H79ruESwCsW73cRrc7yala61drrd9L8rEkb1vymZrk+7p/fnGSr/ewHwAAAAB6rJdh09YkX7vi9Zlu7UrvT/LzpZQzubSq6dDVvqiUMllKebiU8vDjjz/ei14BAAAAaEAvw6ZylVpd8vpAkj+utd6R5E1J7i+lPKunWuu9tda7a61333777T1oFQAAAIAm9DJsOpPk5Ve8viPP3iZ3MMnHk6TW+n8n2ZTkJT3sCYB1qNM5krGxndmwYWPGxnam0znS75YAAGDN6mXYNJ1keynlzlLKC5L8XJIHlnxmLsnrk6SUsiOXwib75ABoTKdzJJOTrczOfii1ns/s7IcyOdkSOAEAQI/0LGyqtS4m+aUkn0pyMpdOnftCKeU3Sik/0f3YP0nyC6WU/yfJkSTvqLUu3WoHAM9bq9XOwsLhJPuT3JJkfxYWDqfVave5MwCAwWGlODeilyubUmv9ZK31FbXWv1NrbXdr/7zW+kD3z1+stb6m1vrDtdZX1Vr/j172A8D6Mzd3MsmeJdU93ToAwPq2nBDJSnFuVE/DJgDot9HRHUmOL6ke79YBANav5YZIVopzo4RNAKxp7XYrw8MHkxxNciHJ0QwPH0y73epzZwAA/bXcEMlKcW6UsAmANW1i4kDuvbedbdsOpZRN2bbtUO69t52JiQP9bg0AoK+WGyJZKc6NEjYBsOZNTBzI6dOP5MknL+b06UcETQAAWX6IZKU4N0rYBAAAAOvQckMkK8W5UUP9bgAAAABYeZfDolbrUObmTmZ0dEfa7auHSBMTB4RLLJuwCQAAANYpIRK9IGwCgBXS6RxJq9W+4jeHLQ93ANBH7353vztY3R599NL/+nu6tnvu6XcHq5OwCQBWQKdzJJOTre7xwnsyO3s8k5MHk0TgBADAmmJAOKvSW9/6YN761gf73QZAY1qtdjdo2p/kliT7s7BwOK1Wu8+dAQBAs4RNALAC5uZOJtmzpLqnWwcAgLVD2AQAK2B0dEeS40uqx7t1AABYO4RNALAC2u1WhocPJjma5EKSoxkePph2u9XnzgAAoFkGhAPACrg8BLzVOnTFaXRtw8EBAFhzhE0AsEImJg4Il4Blc1gKAIPKNjoAAAAAGiNsAgAAAKAxwiYAAAAAGiNsAgAAAKAxwiYAAAAAGiNsAgAAAKAxwiYAAAAAGiNsAgAAAKAxwiYAAAAAGiNsAgAAAKAxwiYAAAAAGiNsAgAAAKAxwiYAaFincyRjYzuzYcPGjI3tTKdzpN8tAQDAihnqdwMA9M+7393vDlavRx+99L83+nc0M3MqU1M1i4ufSrIls7Nn8453HMvhw6eyfftdjffZb/fc0+8OAABYbaxsAoAGTU+fyOLi3iRbk2xMsjWLi3szPX2iz50BAMDKEDYBQIPm588l2bKkuqVbBwCAtU/YBAANGhnZnOTskurZbh0AANY+YRMANGh8fFeGho4leSzJxSSPZWjoWMbHd/W5MwAAWBkGhANAgy4PAZ+efijz8+cyMrI5o6OjmZ4+kaNH/ywjI5szPr7rqc/NzJzK9PSJpz575XsAADCIhE0A0LDt2+96Rpg0NfXZ7tDwLZmfP5upqWNPffZa7wmcAAAYVMImAOihZ55Olzx9Ot1DSXLN94RNAAAMKmETAPTQc59O5+Q6AADWFgPCAaCHrnc6nZPrAABYi4RNANBD1zudzsl1AACsRbbRAUAPXe10uvHx3c+YyXS99wAAYNAImwCgx648ne5G3gMAgEFkGx0AAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjXEaHQAAALAqzcycyvT0iczPn8vIyOaMj+9yku8AEDYBAAAAq87MzKlMTX02i4t7k2wFFyG1AAAgAElEQVTJ/PzZTE0dSxKB0ypnGx0AAACw6kxPn+gGTVuTbEyyNYuLezM9faLPnfFchE0AAADAqjM/fy7JliXVLd06q5mwCQAAAFh1RkY2Jzm7pHq2W2c1EzYBAAAAq874+K4MDR1L8liSi0key9DQsYyP7+pzZzwXA8IBAACAVefyEPDp6YeuOI1ut+HgA0DYBAAAAKxK27ffJVwaQLbRAQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANAYYRMAAAAAjRE2AQAAANCYoX43AAAAAKxfMzOnMj19IvPz5zIysjnj47uyfftd/W6LmyBsAgAAAPpiZuZUpqY+m8XFvUm2ZH7+bKamjiWJwGmA2UYHAAAA9MX09Ilu0LQ1ycYkW7O4uDfT0yf63Bk3Q9gEAAAA9MX8/LkkW5ZUt3TrDCphEwAAANAXIyObk5xdUj3brTOozGwCYN0yjBIAoL/Gx3dlaurYUzObkrMZGjqW8fHd/W6NmyBsAmBdMowSAKD/Lj93TU8/dMUvAHd7HhtwwiYA1qVnDqNMnh5G+ZCHGwCAFbR9+12ev9YYM5sAWJcMowQAgN4QNgGwLhlGCQAAvSFsAmBdGh/flaGhY0keS3IxyWPdYZS7+twZAAAMNjObAFiXDKMEAIDeEDYBsG4ZRgkAAM2zjQ4AAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGjMUL8bgH6ZmTmV6ekTmZ8/l5GRzRkf35Xt2+/qd1sAAAAw0IRNrEszM6cyNfXZLC7uTbIl8/NnMzV1LEkETgAAAHATbKNjXZqePtENmrYm2ZhkaxYX92Z6+kSfOwMAAIDBJmxiXZqfP5dky5Lqlm4dAAAAeL6ETaxLIyObk5xdUj3brQMAAADPl7CJdWl8fFeGho4leSzJxSSPZWjoWMbHd/W5MwAAABhsPQ2bSilvLKV8uZRyqpTyvmt85mdLKV8spXyhlPLRXvYDl23fflde+9rdGRl5KMnhjIw8lNe+drfh4AAAAHCTenYaXSllY5I/SPL3kpxJMl1KeaDW+sUrPrM9yX+d5DW11m+VUl7aq35gqe3b7xIuAQAAQMN6ubJpd5JTtdav1lq/l+RjSd625DO/kOQPaq3fSpJa61/2sB8AAAAAeqyXYdPWJF+74vWZbu1Kr0jyilLKQ6WUz5RS3ni1LyqlTJZSHi6lPPz444/3qF0AAAAAblYvw6ZylVpd8nooyfYk+5IcSPKRUsqzjgOrtd5ba7271nr37bff3nijAAAAADSjl2HTmSQvv+L1HUm+fpXP/C+11gu11v83yZdzKXwCAAAAYAD1bEB4kukk20spd+bS+fI/l+TtSz7zb3JpRdMfl1Jekkvb6r7aw54AAGBgzcycyvT0iczPn8vIyOaMj+9y4AkAq07PwqZa62Ip5ZeSfCrJxiT31Vq/UEr5jSQP11of6L73hlLKF5NcTPLeWusTveoJAAAG1czMqUxNfTaLi3uTbMn8/NlMTR1LEoETAKtKL1c2pdb6ySSfXFL751f8uSb5L7v/AQAA1zA9faIbNF0+c2drFhf3Znr6IWETAKtKL2c2AQAADZmfP5dky5Lqlm4dAFYPYRMAAAyAkZHNSc4uqZ7t1gFg9RA2AQDAABgf35WhoWO5dPbOxSSPZWjoWMbHd/W5MwB4pp7ObAIAAJpxeS7T9PRDV5xGt9u8JgBWHWETAAAMiO3b7xIuAbDq2UYHAAAAQGOETQAAAAA0RtgEAAAAQGOETQAAAAA0xoBwAAAA4Fne+tYH+90CA0rYBABX4eEKAACeH9voAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGiMsAkAAACAxgibAAAAAGjMc4ZNpZQ7Symbrnj9olLKWC+bAgAAAGAwLWdl079O8uQVry92awAAAADwDMsJm4Zqrd+7/KL75xf0riUAAAAABtVywqbHSyk/cflFKeVtSb7Zu5YAAAAAGFRDy/jMe5J0Sim/3319Jsk/7F1LAAAAAAyq5wybaq1fSfLqUspIklJr/Xbv2wIAAABgEC3nNLrfLKVsrrXO11q/XUr5/lLKf7cSzQEAAAAwWJYzs+nHa63nLr+otX4ryZt61xIAAAAAg2o5YdPGUsoLL78opbwoyQuv83kAAAAA1qnlDAj/l0k+XUr5H7uv35nkT3rXEgAAAACDajkDwn+rlPLvk/xYkpLkf0+yrdeNAQAAADB4lrONLknOJnkyyU8leX2Skz3rCAAAAICBdc2VTaWUVyT5uSQHkjyR5F8lKbXW/SvUGwAAAAAD5nrb6L6UZCrJW2utp5KklPKPV6QrAAAAAAbS9bbR/VQubZ87Wkr5cCnl9bk0swkAAAAAruqaYVOt9X+utf5nSX4wyYNJ/nGSHyil/FEp5Q0r1B8AAAAAA+Q5B4TXWv+m1tqptb4lyR1JPp/kfT3vDAAAAICBs9zT6JIktdb/UGu9p9b6d3vVEAAAAACD64bCJgAAAAC4HmETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGETAAAAAI0RNgEAAADQGGE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\n", 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