{ "cells": [ { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.cluster import KMeans\n", "from sklearn.mixture import GaussianMixture\n", "from sklearn.decomposition import PCA\n", "import matplotlib.cm as cm\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "N_CLUSTERS = 27" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "raw_data = np.loadtxt('EEG_feature.txt')\n", "# print(raw_data.shape)\n", "emotion_label = np.loadtxt('EEG_emotion_category.txt')\n", "# print(emotion_label)\n", "subject_video_label = np.loadtxt('subject_video.txt')\n", "#print(subject_video_label[:,0])\n", "valence_arousal_label = np.loadtxt('valence_arousal_label.txt')" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.6134818748411892\n" ] } ], "source": [ "pca = PCA(n_components=2)\n", "pcaout = pca.fit_transform(raw_data)\n", "# print(out.shape)\n", "# print(pca.explained_variance_ratio_)\n", "print(sum(pca.explained_variance_ratio_))" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "class cluster_eval(object):\n", " def _dist(self, x, y):\n", " return np.sum((x - y) ** 2) ** 0.5\n", " def __init__(self, raw_data):\n", " self.raw_data = raw_data\n", " self.dis = [[self._dist(raw_data[i], raw_data[j]) for j in range(i)] for i in range(len(raw_data))]\n", " def eval(self, label, centers, clusters):\n", " self.clu_label = [[] for i in range(clusters)]\n", " for i in range(len(label)):\n", " self.clu_label[label[i]].append(i)\n", " centers = [np.mean(self.raw_data[self.clu_label[i]], axis=0) for i in range(clusters)]\n", " # avg, diam\n", " self.clu_avg = [0 for i in range(clusters)]\n", " self.diam = [0 for i in range(clusters)]\n", " for i in range(clusters):\n", " clu_num = len(self.clu_label[i])\n", " for j in range(clu_num):\n", " for k in range(j):\n", " jk_dis = self.dis[self.clu_label[i][j]][self.clu_label[i][k]]\n", " self.clu_avg[i] += jk_dis\n", " self.diam[i] = max(self.diam[i], jk_dis)\n", " self.clu_avg[i] *= 2 / (clu_num * (clu_num - 1))\n", " # dcen\n", " self.cen = [[self._dist(centers[i], centers[j]) for j in range(i)] for i in range(clusters)]\n", " # dmin\n", " self.dmin = [[j for j in i] for i in self.cen]\n", " for i in range(clusters):\n", " for j in range(i):\n", " for k in self.clu_label[i]:\n", " for l in self.clu_label[j]:\n", " self.dmin[i][j] = min(self.dmin[i][j], self.dis[max(k, l)][min(k, l)])\n", " # DBI\n", " self.DBI = sum(max(self.cen[max(i, j)][min(i, j)] for j in list(range(i)) + list(range(i + 1, clusters))) for i in range(clusters)) / clusters\n", " # print(self.DBI)\n", " # Dunn\n", " self.Dunn = min(min(i) for i in self.dmin[1:]) / max(self.diam)\n", " # print(self.Dunn)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 10.755191104175807 0.11357909846273724\n", "3 11.637803715191382 0.11925414282597609\n", "4 14.196207104072498 0.10171404234036222\n", "5 16.583435796386283 0.1115208848692516\n", "6 16.9820886475689 0.11322976735266632\n", "8 16.987027117433342 0.11301040075120312\n", "10 18.44189905192855 0.11301040075120312\n", "20 19.20030677052436 0.13388879831333833\n", "27 19.02293276538956 0.16310169753932946\n" ] } ], "source": [ "for n_clusters in [2, 3, 4, 5, 6, 8, 10, 20, 27]:\n", " kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n", " kmeansout = kmeans.fit(raw_data)\n", " e = cluster_eval(raw_data)\n", " e.eval(kmeansout.labels_, kmeansout.cluster_centers_, n_clusters)\n", " print(n_clusters, e.DBI, e.Dunn)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 10.755191104175807 0.11357909846273724\n", "3 11.637803715191382 0.11925414282597609\n", "4 14.196207104072498 0.10171404234036222\n", "5 16.58658385777985 0.10681920778101599\n", "6 17.037998082205416 0.11322976735266632\n", "8 17.230296655826017 0.11257056067673682\n", "10 18.688770527827124 0.1273459983926281\n", "20 19.358320622312085 0.1516841482792527\n", "27 19.12305798959135 0.1400293157661443\n" ] } ], "source": [ "for n_clusters in [2, 3, 4, 5, 6, 8, 10, 20, 27]:\n", " kmeans = KMeans(n_clusters=n_clusters, random_state=0, init='random')\n", " kmeansout = kmeans.fit(raw_data)\n", " e = cluster_eval(raw_data)\n", " e.eval(kmeansout.labels_, kmeansout.cluster_centers_, n_clusters)\n", " print(n_clusters, e.DBI, e.Dunn)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 10.074646372257986 0.07345554807667375\n", "3 11.637803715191382 0.11925414282597609\n", "4 14.084011144953836 0.10888567231389619\n", "5 16.576772324840583 0.11322976735266632\n", "6 16.92881798440417 0.11322976735266632\n", "8 17.489696257023883 0.12493266414007002\n", "10 17.387773672275916 0.12686601817873303\n", "20 18.87900805324153 0.12284503873292893\n", "27 18.904451218608592 0.13382830524960287\n" ] } ], "source": [ "#for covariance_type in ['full', 'tied', 'diag', 'spherical']:\n", "# n_clusters = 6\n", "for n_clusters in [2, 3, 4, 5, 6, 8, 10, 20, 27]:\n", " gm = GaussianMixture(n_components=n_clusters, covariance_type='full')\n", " gmout = gm.fit_predict(raw_data)\n", " e = cluster_eval(raw_data)\n", " e.eval(gmout, None, n_clusters)\n", " print(n_clusters, e.DBI, e.Dunn)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters=N_CLUSTERS, random_state=0)\n", "kmeansout = kmeans.fit(raw_data)\n", "colors = cm.rainbow(np.linspace(0, 1, N_CLUSTERS))\n", "clu_colors = [colors[i] for i in kmeansout.labels_]" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "def jaccard(clu_label, label):\n", " n = len(clu_label)\n", " a = 0\n", " bc = 0\n", " for i in range(n):\n", " for j in range(i):\n", " if clu_label[i] == clu_label[j] and label[i] == label[j]:\n", " a += 1\n", " if clu_label[i] != clu_label[j] and label[i] == label[j]:\n", " bc += 1\n", " if clu_label[i] == clu_label[j] and label[i] == label[j]:\n", " bc += 1\n", " return a / (a + bc) " ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.35411889461901697\n", "0.35525080869287895\n" ] } ], "source": [ "kmeans = KMeans(n_clusters=2, random_state=0)\n", "kmeansout = kmeans.fit(raw_data).labels_\n", "subject_label = subject_video_label[:, 0]\n", "video_label = subject_video_label[:, 1]\n", "valence_arousal_label0 = valence_arousal_label[:, 0]\n", "valence_arousal_label1 = valence_arousal_label[:, 1]\n", "print(jaccard(kmeansout, valence_arousal_label0))\n", "print(jaccard(kmeansout, valence_arousal_label1))" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.title('cluster result')\n", "plt.scatter(pcaout[..., 0], pcaout[..., 1], c=clu_colors)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k = {0:0,1:1,2:2,3:3,4:4,5:5,6:6,11:7,12:8}\n", "colors = cm.rainbow(np.linspace(0, 1, 9))\n", "emt_colors = [colors[k[i]] for i in emotion_label]\n", "plt.title('emtion result')\n", "plt.scatter(pcaout[..., 0], pcaout[..., 1], c=emt_colors)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "colors = cm.rainbow(np.linspace(0, 1, 30))\n", "v_colors = [colors[int(i[0]) - 1] for i in subject_video_label]\n", "plt.title('subject result')\n", "plt.scatter(pcaout[..., 0], pcaout[..., 1], c=v_colors)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }