{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.decomposition import PCA\n", "from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N_CLUSTERS = 30" ] }, { "cell_type": "code", "execution_count": 3, "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.shape)\n", "subject_video_label = np.loadtxt('subject_video.txt')\n", "# print(subject_video_label)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7832508377532634\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": 69, "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.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", " # 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)\n", " " ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19.86407627122118\n", "0.15158378787099322\n" ] } ], "source": [ "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)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "colors = cm.rainbow(np.linspace(0, 1, N_CLUSTERS))\n", "clu_colors = [colors[i] for i in kmeansout.labels_]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "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": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "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('video 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 }