{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Process Classification\n", "\n", "In this notebook we will go over a basic example of how to use Squidward for gaussian process (GP) classification. This is not a tutorial on how GP classification works or should be done; it is merely an example of how to use Squidward for a simple classification problem. Squidward implements GP classification using the one vs. all methodology commonly implemented for logistic regression multi-classification. It is recommended to review the squidward simple regression example before going through this classification example.\n", "\n", "We'll begin by importing the packages needed to go through these examples!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# model with squidward\n", "from squidward.kernels import distance, kernel_base\n", "from squidward import gpc, validation\n", "import gp_viz\n", "\n", "# generate example data\n", "import numpy as np\n", "\n", "# plot example data\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.set_cmap('winter')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2D Classification Example\n", "\n", "To demonstrate classification with squidward we will use a very simple two dimensional classification example. Here we generate a simple 2D train set, fit a GP to that data, and display the mean and variance of our predictions in an easy to interpret plot." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n = 100\n", "cov = [[5,0],[0,5]]\n", "\n", "x1 = np.random.multivariate_normal(mean=[2,10],cov=cov,size=n)\n", "y1 = np.zeros(n)\n", "x2 = np.random.multivariate_normal(mean=[8,10],cov=cov,size=n)\n", "y2 = np.ones(n)\n", "x3 = np.random.multivariate_normal(mean=[6,3],cov=cov,size=n)\n", "y3 = np.ones(n)*2\n", "\n", "x = np.concatenate([x1,x2,x3])\n", "y = np.concatenate([y1,y2,y3]).reshape(-1,1)\n", "\n", "X_std = (x - x.min(axis=0)) / (x.max(axis=0) - x.min(axis=0))\n", "x = X_std * (1.0 - 0.0) + 0.0\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.scatter(x[:,0],x[:,1],c=y[:,0],s=100)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the regression example we used the built in radial basis function kernel. We did this by passing the rbf distance measure to the base kernel class. Here we will create a custom kernel theat will be the additive combination of a rbf kernel over each dimension in the train dataset. Squidward makes it very easy to make custom kernel as shown below." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# custom distance function\n", "\n", "d1 = distance.RBF(0.2,35.0**2)\n", "d2 = distance.RBF(0.2,35.0**2)\n", "\n", "def d(alpha, beta):\n", " return d1(alpha[0], beta[0]) + d1(alpha[1], beta[1])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# the kernel base class takes the distance measure of choice\n", "# as well as the method for evaluating the kernel (the default\n", "# is k1 which is analogous to the scipy.distance.cdit fuction v1.2.0)\n", "kernel = kernel_base.Kernel(d, 'k1')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# the model is instantiated with the kernel\n", "# object as well as a likelihood variance (equivalent\n", "# of a white noise kernel to model data noise)\n", "# there is also a variety of choices for matrix\n", "# inversion methods that trade of numeric stability and speed\n", "model = gpc.GaussianProcess(n_classes=3, kernel=kernel, var_l=1.0**2, show_warnings=False)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# generate data to plot posterior of GP\n", "x_test = np.mgrid[0:1:0.05,0:1:0.05].reshape(2,-1).T" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot samples from prior\n", "plt.figure(figsize=(20,10))\n", "for i in range(5):\n", " _x = x_test + 0.1*np.random.rand(x_test.shape[0], x_test.shape[1])\n", " sample = model.prior_sample(_x).argmax(axis=1)\n", " plt.scatter(_x[:,0], _x[:,1], c=sample)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# the model object is largely inspired by the\n", "# scikitlearn interface\n", "# simply call fit to \"train\" the model\n", "model.fit(x,y)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# pull predictions from the posterior distribution\n", "mean = model.posterior_predict(x)\n", "predictions = mean.argmax(axis=1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train Accuracy: 0.8966666666666666\n" ] } ], "source": [ "# do basic validation\n", "\n", "accuracy = validation.acc(predictions, y)\n", "print(\"Train Accuracy: {}\".format(accuracy))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# generate data to plot posterior of GP\n", "x_test = np.mgrid[0:1:0.05,0:1:0.05].reshape(2,-1).T\n", "\n", "# pull predictions from the posterior distribution\n", "mean = model.posterior_predict(x_test)\n", "predictions = mean.argmax(axis=1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot predictions from posterior\n", "plt.figure(figsize=(20,10))\n", "plt.scatter(x_test[:,0], x_test[:,1], c=predictions)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the logit outputs and logit variances of model\n", "plt.figure(figsize=(20,5))\n", "plt.subplot(121)\n", "plt.title('Posterior Logits')\n", "gp_viz.classification.plot_contour(model,(0,1,.1))\n", "plt.subplot(122)\n", "plt.title('Variance of Posterior Logits')\n", "gp_viz.classification.plot_contour(model,(0,1,.1),True)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "squidward_env", "language": "python", "name": "squidward_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }