From 410ee9df1270f48bf061f54f26633d233db3c3a5 Mon Sep 17 00:00:00 2001 From: ShumingXu <55062863+ShumingXu@users.noreply.github.com> Date: Tue, 10 Mar 2020 17:28:53 -0400 Subject: [PATCH] Add files via upload --- ...esic_learning_performance_comparison.ipynb | 304 ++++++++++++++++++ 1 file changed, 304 insertions(+) create mode 100644 docs/demos/URerF/Geodesic_learning_performance_comparison.ipynb diff --git a/docs/demos/URerF/Geodesic_learning_performance_comparison.ipynb b/docs/demos/URerF/Geodesic_learning_performance_comparison.ipynb new file mode 100644 index 00000000..249bfca0 --- /dev/null +++ b/docs/demos/URerF/Geodesic_learning_performance_comparison.ipynb @@ -0,0 +1,304 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Geodesic Learning Using Updated Distance Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.datasets import make_blobs\n", + "from matplotlib import pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "from sklearn.neighbors import NearestNeighbors\n", + "from sklearn.ensemble import RandomTreesEmbedding\n", + "from rerf.urerf import UnsupervisedRandomForest" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# generate the linear simulation\n", + "def linear(n_sample=1000):\n", + " t = np.linspace(0, 1, n_sample)\n", + " data = np.c_[4*t, 6*t, 9*t]\n", + " return data\n", + "\n", + "# generate the helix simulation\n", + "def helix(n_sample=1000):\n", + " t = np.linspace(2*np.pi, 9*np.pi, n_sample)\n", + " data = np.c_[t*np.cos(t), t*np.sin(t), t]\n", + " return data\n", + "\n", + "# generate the sphere simulation\n", + "def sphere(n_sample=1000):\n", + " data = []\n", + " offset = 2.0/n_sample\n", + " increment = np.pi*(3.0-np.sqrt(5))\n", + " for i in range(n_sample):\n", + " y = i*offset+offset/2-1\n", + " r = np.sqrt(1-y**2)\n", + " phi = (i+1)*increment\n", + " x = np.cos(phi) * r\n", + " z = np.sin(phi) * r\n", + " data.append([x, y, z])\n", + " return 9*np.array(data)\n", + "\n", + "# generate the Guassian mixture simulation\n", + "def Guassian_mixture(n_sample=1000):\n", + " data = make_blobs(\n", + " centers=[[-3, -3, -3], [0, 0, 0], [3, 3, 3]],\n", + " cluster_std=[0.3, 0.3, 0.4],\n", + " random_state=0, n_samples=n_sample, n_features=3)[0]\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# organize the data and algorithms\n", + "data = [(linear(), 'linear'), (helix(), 'helix'), (sphere(), 'sphere'), (Guassian_mixture(), 'Guassian mixture')]\n", + "\n", + "fig = plt.figure(figsize=(30, 8))\n", + "plt.title('Simulation data without noise', fontsize=20)\n", + "\n", + "algorithm = [(UnsupervisedRandomForest(n_estimators=100, max_depth=5, random_state=0)), \n", + " (RandomTreesEmbedding(n_estimators=100, max_depth=5, random_state=0)), \n", + " (RandomTreesEmbedding(n_estimators=100, max_depth=5, random_state=0))]\n", + "\n", + "# plot the simulation data\n", + "for i, (samples, sim_title) in enumerate(data):\n", + " \n", + " ax = fig.add_subplot(1, 4, i+1, projection='3d')\n", + " \n", + " ax.scatter3D(samples[:, 0], samples[:, 1], samples[:, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# depth of nearest common ancestor\n", + "def NCA(clf,samples): \n", + " \n", + " n_estimator = len(clf.estimators_)\n", + " path = np.array(clf.decision_path(samples)[0].todense())\n", + " d = path.dot(path.T)\n", + " d_nca = (d.max() - d) / n_estimator\n", + " \n", + " return d_nca" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# length of shortest path\n", + "def SP(clf, samples): \n", + " \n", + " n_sample = len(samples)\n", + " n_estimator = len(clf.estimators_)\n", + " path = np.array(clf.decision_path(samples)[0].todense())\n", + " depth = np.array((path*path).sum(1))\n", + " depth = np.tile(depth, (n_sample, 1))\n", + " depth = depth+depth.T\n", + " d = depth-2*path.dot(path.T)\n", + " d_shortest_path = d / n_estimator\n", + " \n", + " return d_shortest_path" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# the original similarity matrix of USPORF\n", + "def sim(clf): \n", + " \n", + " return 1-clf.transform()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# compare the performance on four different simulations on four different k, 50, 100, 150 and 200\n", + "fig = plt.figure(figsize=(15, 15))\n", + "plt.title('Geodesic Precision on Simulated Datasets', fontsize=20)\n", + "\n", + "for i, (samples, sim_title) in enumerate(data): \n", + " plt.subplot(2, 2, i+1)\n", + " plt.title(sim_title)\n", + " ks = [50, 100, 150, 200]\n", + " prec = np.zeros([4, 3])\n", + " for k in range(4):\n", + " nn_relevant = NearestNeighbors(n_neighbors=ks[k])\n", + " nn_relevant.fit(samples)\n", + " relevant_samples = nn_relevant.kneighbors(samples, return_distance=False)\n", + " nn_retrieved = NearestNeighbors(n_neighbors=ks[k], metric='precomputed')\n", + " for j, (clf) in enumerate(algorithm): \n", + " clf.fit(samples)\n", + " if j == 0: \n", + " distance = sim(clf)\n", + " elif j == 1: \n", + " distance = NCA(clf, samples)\n", + " elif j == 2: \n", + " distance = SP(clf, samples)\n", + " nn_retrieved = NearestNeighbors(n_neighbors=ks[k], metric='precomputed')\n", + " nn_retrieved.fit(distance)\n", + " retrieved_samples = nn_retrieved.kneighbors(distance, return_distance=False)\n", + " precision = 0\n", + " for l in range(1000): \n", + " a = relevant_samples[l].tolist()\n", + " b = retrieved_samples[l].tolist()\n", + " precision += len(set(a)&set(b))/ks[k]\n", + " precision /= 1000\n", + " prec[k, j] = precision\n", + " plt.plot(ks, prec[:, 0], label='sim mat')\n", + " plt.plot(ks, prec[:, 1], label='nca')\n", + " plt.plot(ks, prec[:, 2], label='shortest path')\n", + " plt.ylim(0, 1)\n", + " plt.xlabel('k')\n", + " plt.ylabel('Geodesic Precision')\n", + " plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# compare the performance on four different simulations with noise dimensions of 0 to 10\n", + "fig = plt.figure(figsize=(15, 15))\n", + "plt.title('Geodesic Precision with Guassian noise dimensions', fontsize=20)\n", + "\n", + "for i, (samples, sim_title) in enumerate(data): \n", + " plt.subplot(2, 2, i+1)\n", + " dim_noise = range(11)\n", + " prec = np.zeros([11, 3])\n", + " for k in range(11):\n", + " nn_relevant = NearestNeighbors(n_neighbors=50)\n", + " nn_relevant.fit(samples)\n", + " relevant_samples = nn_relevant.kneighbors(samples, return_distance=False)\n", + " noise = np.random.randn(samples.shape[0], dim_noise[k])\n", + " noised_samples = np.hstack((samples, noise))\n", + " nn_retrieved = NearestNeighbors(n_neighbors=50, metric='precomputed')\n", + " for j, (clf) in enumerate(algorithm): \n", + " clf.fit(noised_samples)\n", + " if j == 0: \n", + " distance = sim(clf)\n", + " elif j == 1: \n", + " distance = NCA(clf, noised_samples)\n", + " elif j == 2: \n", + " distance = SP(clf, noised_samples)\n", + " nn_retrieved = NearestNeighbors(n_neighbors=50, metric='precomputed')\n", + " nn_retrieved.fit(distance)\n", + " retrieved_samples = nn_retrieved.kneighbors(distance, return_distance=False)\n", + " precision = 0\n", + " for l in range(1000): \n", + " a = relevant_samples[l].tolist()\n", + " b = retrieved_samples[l].tolist()\n", + " precision += len(set(a)&set(b))/50\n", + " precision /= 1000\n", + " prec[k, j] = precision\n", + " plt.plot(dim_noise, prec[:, 0], label='sim mat')\n", + " plt.plot(dim_noise, prec[:, 1], label='nca')\n", + " plt.plot(dim_noise, prec[:, 2], label='shortest path')\n", + " plt.ylim(0, 1)\n", + " plt.xlabel('noise dimensions')\n", + " plt.ylabel('Geodesic Precision')\n", + " plt.legend()" + ] + }, + { + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}