{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian processes\n", "\n", "A Gaussian process is a stochastic process, that is indexed collection of random variables, such that a joint distribution of every finite set of variables follow multidimensional normal distribution. Within the scope of this notebook we will index variables by $x \\in \\mathbb{R}^{n}$, which naturally leads to the interpretation of probability distribution in a given point of space. \n", "\n", "A Gaussian process is parameterized by the mean function $m(x)$ and the covariance function $k(x_1 , x_2)$, called **kernel**, so that:\n", "\n", "$$m(x) = E[f (x)] \\ \\ \\ for \\ all \\ x, $$\n", "$$k(x_1 , x_2 ) = Cov[f (x_1 ), f (x_2 )], \\ \\ for \\ all \\ x_1 , x_2 .$$\n", "We then denote $f ∼ GP(m(x), k(x_1 , x_2 )).$\n", "\n", "The covariance function $k(x_1 , x_2 )$ has to be [positive definite](https://en.wikipedia.org/wiki/Positive-definite_function).\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our problem will be usually posed as follows. We have observed values $y_{1}, \\dots, y_{N}$ of $f$ in points $x_{1}, \\dots, x_{N}$ and know the covariance function $k(x_1 , x_2 )$. Based on that, we want to estimate what is the probability distribution at some other point $x_{*}$. This is possible, and in fact easy, thanks to the regular structure of normal distribution. Exact formulas can be found [here](https://indico.desy.de/indico/event/22731/session/5/contribution/12/material/slides/0.pdf), pages 10-11." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Kernels\n", "\n", "The most important kernels and their formulas are listed below:\n", "\n", "### Radial Basis Function (RBF) aka Exponential Quadratic Kernel:\n", "$$ k(x_a, x_b) = \\sigma^2 \\exp \\left(-\\frac{ \\left\\Vert x_a - x_b \\right\\Vert^2}{2\\ell^2}\\right), $$\n", "\n", "where $\\ell$ is the lengthscale parameter and $\\sigma^{2}$ is the overall variance.\n", "\n", "### Rational quadratic kernel:\n", "$$ k(x_a, x_b) = \\sigma^2 \\left( 1 + \\frac{ \\left\\Vert x_a - x_b \\right\\Vert^2}{2 \\alpha \\ell^2} \\right)^{-\\alpha} $$\n", "\n", "where $\\ell$ is the lengthscale parameter, $\\alpha$ is the scale-mixture parameter and $\\sigma^{2}$ is the overall variance.\n", "\n", "### Exp-Sine-Squared kernel:\n", "$$ k(x_a, x_b) = \\sigma^2 \\exp \\left(-\\frac{2}{\\ell^2}\\sin^2 \\left( \\pi \\frac{\\lvert x_a - x_b \\rvert}{p}\\right) \\right)$$\n", "where $\\ell$ is the lengthscale parameter, $p$ is the periodicity and $\\sigma^{2}$ is the overall variance.\n", "\n", "### White noise kernel:\n", "$$ k(x_a, x_b) = \\delta(x_a- x_b)$$\n", "\n", "### Constant kernel:\n", "$$ k(x_a, x_b) = 1$$\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ex 1\n", "\n", "Visualize kernels listed above with a plot of $x_a - x_b$ and corresponding heatmaps. Play with kernel parameters." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from sklearn.gaussian_process.kernels import (RBF, RationalQuadratic,\n", " ExpSineSquared,\n", " ConstantKernel, WhiteKernel)\n", "\n", "for kernel_type in [RBF, RationalQuadratic,ExpSineSquared]:\n", " \n", " plt.figure(figsize=(15,5))\n", " plt.suptitle(\"Kernel: \"+ str(kernel_type))\n", " plt.subplot(1,2,1)\n", " plt.xlabel(r\"$x_{a} - x_{b}$\")\n", " plt.ylabel(r\"$K(x_{a} - x_{b})$\")\n", " kernel = kernel_type(length_scale = 0.5)\n", " plt.plot(np.linspace(-10,10,101), kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 0.5\")\n", " \n", " \n", " kernel = kernel_type(length_scale = 1)\n", " plt.plot(np.linspace(-10,10,101), kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 1\")\n", " \n", " \n", " \n", " kernel = kernel_type(length_scale = 2)\n", " plt.plot(np.linspace(-10,10,101), kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 2\")\n", " plt.legend()\n", "\n", " plt.subplot(1,2,2)\n", " im = plt.imshow(kernel.__call__(X=(np.linspace(-10,10,101))[:, np.newaxis]), extent = [-10,10,10,-10], vmin =0 , vmax = 1)\n", " \n", " plt.xlabel(r\"$x_{a}$\")\n", " plt.ylabel(r\"$x_{b}$\")\n", " plt.colorbar()\n", " \n", " \n", " plt.show()\n", " \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for kernel_type in [WhiteKernel, ConstantKernel]:\n", " \n", " plt.figure(figsize=(15,5))\n", " plt.suptitle(\"Kernel: \"+ str(kernel_type))\n", " plt.subplot(1,2,1)\n", " plt.xlabel(r\"$x_{a} - x_{b}$\")\n", " plt.ylabel(r\"$K(x_{a} - x_{b})$\")\n", " kernel = kernel_type()\n", " plt.plot(np.linspace(-10,10,101), kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 0.5\")\n", " \n", "\n", "\n", " plt.subplot(1,2,2)\n", " im = plt.imshow(kernel.__call__(X=(np.linspace(-10,10,101))[:, np.newaxis]), extent = [-10,10,10,-10], vmin =0 , vmax = 1)\n", " \n", " plt.xlabel(r\"$x_{a}$\")\n", " plt.ylabel(r\"$x_{b}$\")\n", " plt.colorbar()\n", " \n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ex 2\n", "\n", "Using sklearn library, plot examples of gaussian processes with kernel functions from previous exercise. What information is carried in every kernel? Which should be used for: \n", "a) periodic data?, \n", "b) noise? \n", "c) smoothly evolving process? \n", "d) constant process?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.gaussian_process import GaussianProcessRegressor\n", "\n", "\n", "for kernel_type in [RBF, RationalQuadratic,ExpSineSquared]:\n", " rng = np.random.RandomState(3)\n", "\n", " \n", " \n", " X_ = np.linspace(0, 5, 100)\n", " \n", " plt.figure(figsize=(15, 5))\n", " plt.xlabel(\"x\")\n", " plt.ylabel(\"y\")\n", " plt.ylim(-3,3)\n", " \n", " plt.title(\"Kernel: \"+ str(kernel_type))\n", " lss = [0.5,1,2]\n", " for i in range(3):\n", " kernel = kernel_type(length_scale = lss[i])\n", " gp = GaussianProcessRegressor(kernel=kernel, optimizer=None)\n", " y_sample = gp.sample_y(X_[:, np.newaxis], random_state=i)\n", "\n", " plt.plot(X_, y_sample, label =\"ls={0}\".format(lss[i]) )\n", " plt.legend()\n", " \n", "for kernel_type in [WhiteKernel, ConstantKernel]:\n", " rng = np.random.RandomState(3)\n", "\n", " kernel = kernel_type()\n", " gp = GaussianProcessRegressor(kernel=kernel, optimizer=None)\n", " \n", " X_ = np.linspace(0, 5, 100)\n", " \n", " plt.figure(figsize=(15, 5))\n", " plt.xlabel(\"x\")\n", " plt.ylabel(\"y\")\n", " plt.ylim(-3,3)\n", " \n", " plt.title(\"Kernel: \"+ str(kernel_type))\n", " for i in range(3):\n", " y_sample = gp.sample_y(X_[:, np.newaxis], random_state=i)\n", "\n", " plt.plot(X_, y_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "a) periodic data: ExpSineSquared kernel \n", "b) noise: White Kernel \n", "c) smoothly evolving process: RBF or Rational Quadratic \n", "d) constant process: Constant Kernel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mixed kernels\n", "\n", "\n", "# Ex 3\n", "Visulize the following composite kernels. What can be their interpretation? \n", "a) Product of RBF and ExpSineSquared, \n", "b) Sum of ExpSineSquared and WhiteKernel (noise_level = 0.05), \n", "c) Sum of RBF and WhiteKernel (noise_level = 0.05), \n", "d) Sum of RBF and ExpSineSquared (length_scale = 0.25, weight = 0.05), \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#a)\n", "\n", "RBF_period_kernel = RBF() * ExpSineSquared()\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.suptitle(\"Kernel: RBF periodic kernel\")\n", "plt.subplot(1,2,1)\n", "plt.xlabel(r\"$x_{a} - x_{b}$\")\n", "plt.ylabel(r\"$K(x_{a} - x_{b})$\")\n", "\n", "plt.plot(np.linspace(-10,10,101), RBF_period_kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 2\")\n", "plt.legend()\n", "\n", "plt.subplot(1,2,2)\n", "im = plt.imshow(RBF_period_kernel.__call__(X=(np.linspace(-10,10,101))[:, np.newaxis]), extent = [-10,10,10,-10], vmin =0 , vmax = 1)\n", "\n", "plt.xlabel(r\"$x_{a}$\")\n", "plt.ylabel(r\"$x_{b}$\")\n", "plt.colorbar()\n", "\n", "\n", "plt.show()\n", "\n", "\n", "\n", "\n", "\n", "gp = GaussianProcessRegressor(kernel=RBF_period_kernel, optimizer=None)\n", " \n", "X_ = np.linspace(0, 5, 1000)\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "\n", "for i in range(2):\n", " y_sample = gp.sample_y(X_[:, np.newaxis], random_state=i)\n", "\n", " plt.plot(X_, y_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interpretation: \n", "Locally periodic process. RBF lengthscale serves as \"memory\" parameter, the bigger, the more we remember." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#b)\n", "\n", "RBF_period_kernel = ExpSineSquared() + WhiteKernel(noise_level = 0.05)\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.suptitle(\"Kernel: periodic noisy kernel\")\n", "plt.subplot(1,2,1)\n", "plt.xlabel(r\"$x_{a} - x_{b}$\")\n", "plt.ylabel(r\"$K(x_{a} - x_{b})$\")\n", "\n", "plt.plot(np.linspace(-10,10,101), RBF_period_kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 2\")\n", "plt.legend()\n", "\n", "plt.subplot(1,2,2)\n", "im = plt.imshow(RBF_period_kernel.__call__(X=(np.linspace(-10,10,101))[:, np.newaxis]), extent = [-10,10,10,-10], vmin =0 , vmax = 1.1)\n", "\n", "plt.xlabel(r\"$x_{a}$\")\n", "plt.ylabel(r\"$x_{b}$\")\n", "plt.colorbar()\n", "\n", "\n", "plt.show()\n", "\n", "\n", "\n", "\n", "\n", "gp = GaussianProcessRegressor(kernel=RBF_period_kernel, optimizer=None)\n", " \n", "X_ = np.linspace(0, 5, 1000)\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "#plt.ylim(-4,4)\n", "\n", "for i in range(2):\n", " y_sample = gp.sample_y(X_[:, np.newaxis], random_state=i)\n", "\n", " plt.plot(X_, y_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interpretation: \n", "Noisy periodic process." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#c)\n", "\n", "RBF_period_kernel = RBF() + WhiteKernel(noise_level = 0.05)\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.suptitle(\"Kernel: RBF noisy kernel\")\n", "plt.subplot(1,2,1)\n", "plt.xlabel(r\"$x_{a} - x_{b}$\")\n", "plt.ylabel(r\"$K(x_{a} - x_{b})$\")\n", "\n", "plt.plot(np.linspace(-10,10,101), RBF_period_kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 2\")\n", "plt.legend()\n", "\n", "plt.subplot(1,2,2)\n", "im = plt.imshow(RBF_period_kernel.__call__(X=(np.linspace(-10,10,101))[:, np.newaxis]), extent = [-10,10,10,-10], vmin =0 , vmax = 1.1)\n", "\n", "plt.xlabel(r\"$x_{a}$\")\n", "plt.ylabel(r\"$x_{b}$\")\n", "plt.colorbar()\n", "\n", "\n", "plt.show()\n", "\n", "\n", "\n", "\n", "\n", "gp = GaussianProcessRegressor(kernel=RBF_period_kernel, optimizer=None)\n", " \n", "X_ = np.linspace(0, 5, 1000)\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "#plt.ylim(-4,4)\n", "\n", "for i in range(2):\n", " y_sample = gp.sample_y(X_[:, np.newaxis], random_state=i)\n", "\n", " plt.plot(X_, y_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interpretation: \n", "Noisy smooth process." ] }, { "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#d)\n", "\n", "RBF_period_kernel = RBF() + 0.05*ExpSineSquared(length_scale = 0.25)\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.suptitle(\"Kernel: RBF noisy kernel (periodic noise)\")\n", "plt.subplot(1,2,1)\n", "plt.xlabel(r\"$x_{a} - x_{b}$\")\n", "plt.ylabel(r\"$K(x_{a} - x_{b})$\")\n", "\n", "plt.plot(np.linspace(-10,10,101), RBF_period_kernel.__call__(X=np.abs(np.linspace(-10,10,101))[:, np.newaxis])[50], label = \"ls = 2\")\n", "plt.legend()\n", "\n", "plt.subplot(1,2,2)\n", "im = plt.imshow(RBF_period_kernel.__call__(X=(np.linspace(-10,10,101))[:, np.newaxis]), extent = [-10,10,10,-10], vmin =0 , vmax = 1.1)\n", "\n", "plt.xlabel(r\"$x_{a}$\")\n", "plt.ylabel(r\"$x_{b}$\")\n", "plt.colorbar()\n", "\n", "\n", "plt.show()\n", "\n", "\n", "\n", "\n", "\n", "gp = GaussianProcessRegressor(kernel=RBF_period_kernel, optimizer=None)\n", " \n", "X_ = np.linspace(0, 5, 1000)\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "#plt.ylim(-4,4)\n", "\n", "for i in range(2):\n", " y_sample = gp.sample_y(X_[:, np.newaxis], random_state=i)\n", "\n", " plt.plot(X_, y_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interpretation: \n", "Smooth process with a regular, periodic contribution/noise." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ex 4 \n", "\n", "a) Fit RBF Gaussian Process Regressor to 10/50 points taken randomly from defined below function. Plot GP prediction and 1-sigma margins. Mark observed points. Calculate mean squared difference between the prediction and true function. \n", "\n", "b) In order to accurately fit the true distribution it is vital to choose correct RBF length_scale parameter. Redo point a) without the constraint **optimizer= None** in gp initialization. Compare achieved MSE and print the optimal length_scale." ] }, { "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" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean squared difference: 0.2159584282083215\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean squared difference: 0.15233927679196752\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean squared difference: 0.019225588725157842\n" ] } ], "source": [ "def f(x):\n", " return np.sin(x*5) *np.exp(-x/5)\n", "\n", "kernel = RBF(length_scale=0.1)\n", "gp = GaussianProcessRegressor(kernel=kernel, optimizer= None)\n", "\n", "X_ = np.linspace(0, 5, 1000)\n", "y_mean, y_std = gp.predict(X_[:, np.newaxis], return_std=True)\n", "y_true = f(X_)\n", "\n", "\n", "plt.figure(figsize = (20,10))\n", "plt.plot(X_, y_mean, 'k', lw=3, zorder=9, label = \"GP Mean (expected) value\")\n", "plt.plot(X_, y_true, 'grey', lw=3, zorder=9, linestyle = \"--\", label = \"True value\")\n", "plt.fill_between(X_, y_mean - y_std, y_mean + y_std,\n", " alpha=0.2, color='k', label = r\"$1-\\sigma$ value\")\n", "\n", "plt.legend()\n", "plt.title(\"Prior knowledge\")\n", "\n", "plt.show()\n", "print(\"Mean squared difference: {0}\".format(np.mean((y_mean.T - y_true)**2)))\n", " \n", "for points in [10, 50]:\n", " plt.figure(figsize = (20,10))\n", "\n", " \n", "\n", " # Generate data and fit GP\n", " X = np.random.uniform(size = points) * 5\n", " X = X[:, np.newaxis]\n", " y = f(X)\n", " gp.fit(X, y)\n", "\n", " # Plot posterior\n", " plt.figure\n", " X_ = np.linspace(0, 5, 1000)\n", " y_mean, y_std = gp.predict(X_[:, np.newaxis], return_std=True)\n", " plt.plot(X_, y_mean, 'k', lw=3, zorder=9, label = \"GP Mean (expected) value\")\n", " plt.plot(X_, y_true, 'grey', lw=3, zorder=9, linestyle = \"--\", label = \"True value\")\n", " plt.fill_between(X_, (y_mean.T - y_std)[0], (y_mean.T + y_std)[0], alpha=0.2, color='k', label = r\"$1-\\sigma$ margin\")\n", "\n", " \n", " plt.scatter(X[:, 0], y, c='r', s=50, zorder=10, edgecolors=(0, 0, 0), label = \"Observed values\")\n", " plt.title(\"Posterior based on {0} points\".format(points))\n", " plt.tight_layout()\n", " plt.legend()\n", " plt.show()\n", " print(\"Mean squared difference: {0}\".format(np.mean((y_mean.T - y_true)**2)))\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean squared difference: 0.2159584282083215\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean squared difference: 0.062321756233827186\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\kalasoch\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\sklearn\\gaussian_process\\gpr.py:357: UserWarning: Predicted variances smaller than 0. Setting those variances to 0.\n", " warnings.warn(\"Predicted variances smaller than 0. \"\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean squared difference: 2.8792258278917774e-10\n", "Optimal parameters: RBF(length_scale=0.512)\n" ] } ], "source": [ "def f(x):\n", " return np.sin(x*5) *np.exp(-x/5)\n", "\n", "kernel = RBF(length_scale=0.1)\n", "gp = GaussianProcessRegressor(kernel=kernel)\n", "\n", "\n", "\n", "X_ = np.linspace(0, 5, 1000)\n", "y_mean, y_std = gp.predict(X_[:, np.newaxis], return_std=True)\n", "y_true = f(X_)\n", "\n", "\n", "plt.figure(figsize = (20,10))\n", "plt.plot(X_, y_mean, 'k', lw=3, zorder=9, label = \"GP Mean (expected) value\")\n", "plt.plot(X_, y_true, 'grey', lw=3, zorder=9, linestyle = \"--\", label = \"True value\")\n", "plt.fill_between(X_, y_mean - y_std, y_mean + y_std,\n", " alpha=0.2, color='k', label = r\"$1-\\sigma$ value\")\n", "\n", "plt.legend()\n", "plt.title(\"Prior knowledge\")\n", "\n", "plt.show()\n", "print(\"Mean squared difference: {0}\".format(np.mean((y_mean.T - y_true)**2)))\n", " \n", "for points in [10, 50]:\n", " plt.figure(figsize = (20,10))\n", "\n", " \n", "\n", " # Generate data and fit GP\n", " X = np.random.uniform(size = points) * 5\n", " X = X[:, np.newaxis]\n", " y = f(X)\n", " gp.fit(X, y)\n", "\n", " # Plot posterior\n", " plt.figure\n", " X_ = np.linspace(0, 5, 1000)\n", " y_mean, y_std = gp.predict(X_[:, np.newaxis], return_std=True)\n", " plt.plot(X_, y_mean, 'k', lw=3, zorder=9, label = \"GP Mean (expected) value\")\n", " plt.plot(X_, y_true, 'grey', lw=3, zorder=9, linestyle = \"--\", label = \"True value\")\n", " plt.fill_between(X_, (y_mean.T - y_std)[0], (y_mean.T + y_std)[0], alpha=0.2, color='k', label = r\"$1-\\sigma$ margin\")\n", "\n", " \n", " plt.scatter(X[:, 0], y, c='r', s=50, zorder=10, edgecolors=(0, 0, 0), label = \"Observed values\")\n", " plt.title(\"Posterior based on {0} points\".format(points))\n", " plt.tight_layout()\n", " plt.legend()\n", " plt.show()\n", " print(\"Mean squared difference: {0}\".format(np.mean((y_mean.T - y_true)**2)))\n", "\n", "print(\"Optimal parameters: {0}\".format(gp.kernel_))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Classification\n", "\n", "Similarily as we did before for regression, we can use GP for classification purposes. Essentially only thing which changes is, that instead of fitting function curves/surfaces, we fit the probability of belonging to certain groups. In fact, if $N$ is the number of classes, we shall fit $N$ different GP Regressors and then label every considered point with such a class, that it's respective regressor achieved the highest result on that point. Luckilly for us, it is all already packed in sklearn GaussianProcessClassifier class.\n", "\n", "# Ex 5\n", "Perform Gaussian Process Classification on a classical [Iris Dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set). Firstly, use only two first features and plot probabilities as RGB heatmap. Then, plot two-colour heatmaps for every class separately. Evaluate the prediction with F1 metric. Finally, calculate F1 metric for classification which uses all 4 features." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import datasets\n", "from sklearn.gaussian_process import GaussianProcessClassifier\n", "from sklearn.metrics import f1_score\n", "\n", "\n", "iris = datasets.load_iris()\n", "X = iris.data[:, :2] # we only take the first two features.\n", "y = np.array(iris.target, dtype=int)\n", "h = .05 # step size in the mesh\n", "\n", "kernel = 1.0 * RBF()\n", "gpc_rbf_isotropic = GaussianProcessClassifier(kernel=kernel).fit(X, y)\n", "\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "plt.figure(figsize=(15, 25))\n", "\n", "Z = gpc_rbf_isotropic.predict_proba(np.c_[xx.ravel(), yy.ravel()])\n", "\n", "Z = Z.reshape((xx.shape[0], xx.shape[1], 3))\n", "plt.imshow(Z, extent=(x_min, x_max, y_min, y_max), origin=\"lower\")\n", "\n", "# Plot also the training points\n", "plt.scatter(X[:, 0][y==0], X[:, 1][y==0], c=np.array([\"r\", \"g\", \"b\"])[y][y==0],\n", " edgecolors=(0, 0, 0), label=\"Setosa\")\n", "\n", "plt.scatter(X[:, 0][y==1], X[:, 1][y==1], c=np.array([\"r\", \"g\", \"b\"])[y][y==1],\n", " edgecolors=(0, 0, 0), label=\"Versicolour \")\n", "\n", "plt.scatter(X[:, 0][y==2], X[:, 1][y==2], c=np.array([\"r\", \"g\", \"b\"])[y][y==2],\n", " edgecolors=(0, 0, 0), label=\"Virginica\")\n", "\n", "plt.xlabel('Sepal length')\n", "plt.ylabel('Sepal width')\n", "plt.xlim(xx.min(), xx.max())\n", "plt.ylim(yy.min(), yy.max())\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "plt.tight_layout()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,25))\n", "\n", "plt.subplot(3,1,1)\n", "plt.title(\"Setosa probability\")\n", "Z_new = np.copy(Z)\n", "Z_new[:,:,1:] = 0\n", "plt.imshow(Z_new, extent=(x_min, x_max, y_min, y_max), origin=\"lower\")\n", "\n", "\n", "plt.subplot(3,1,2)\n", "plt.title(\"Versicolour probability\")\n", "Z_new = np.copy(Z)\n", "Z_new[:,:,0] = 0\n", "Z_new[:,:,2] = 0\n", "plt.imshow(Z_new, extent=(x_min, x_max, y_min, y_max), origin=\"lower\")\n", "\n", "plt.subplot(3,1,3)\n", "plt.title(\"Virginica probability\")\n", "Z_new = np.copy(Z)\n", "Z_new[:,:,:2] = 0\n", "plt.imshow(Z_new, extent=(x_min, x_max, y_min, y_max), origin=\"lower\")\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F1 score with 2 features:\n", "0.8266666666666667\n", "F1 score with all features:\n", "0.9866666666666668\n" ] } ], "source": [ "print(\"F1 score with 2 features:\")\n", "print(f1_score(y, gpc_rbf_isotropic.predict(X), average='micro'))\n", "\n", "X = iris.data # we only take the first two features.\n", "y = np.array(iris.target, dtype=int)\n", "h = .05 # step size in the mesh\n", "\n", "kernel = 1.0 * RBF()\n", "gpc_rbf_isotropic = GaussianProcessClassifier(kernel=kernel).fit(X, y)\n", "\n", "print(\"F1 score with all features:\")\n", "print(f1_score(y, gpc_rbf_isotropic.predict(X), average='micro'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CO2 at Mauna Loa\n", "\n", "Since 1958 Mauna Loa Observatory in Hawaii has been collecting monthly average atmospheric $CO_{2}$ concentration. These measurements provided the first significant evidence of rapidly increasing $CO_{2}$ levels in the atmosphere. Our task will be to model this concentration with the use of Gaussian Processes. Of course, we do not know parameters of kernel and they need to be found by sklearn optimizer provided with some rough estimates.\n", "\n", "# Ex 6\n", "I. Create a kernel, which is a sum of four components: \n", "\n", "a) Main component:\n", "\n", "$$ C_{1} \\cdot RBF, $$\n", "where $C_{1} \\in [500, 10000]$ and $l_{RBF} \\in [30, 100]$. \n", "\n", "\n", "b) Seasonal component:\n", "\n", "$$ C_{2} \\cdot ExpSineSq, $$\n", "where $C_{2} \\in [2, 20]$ and $l_{ExpSineSq} \\in [2, 20]$ and periodicity is 1 year (this has to be bound!). \n", "\n", "\n", "c) Short to medium term irregularities:\n", "\n", "$$ C_{3} \\cdot RBF, $$\n", "where $C_{3} \\in [0.1, 1]$ and $l_{RBF} \\in [100, 400]$. \n", "\n", "\n", "d) Observational noise:\n", "\n", "$$ C_{4} \\cdot RBF + White Noise, $$\n", "where $C_{4} \\in [0.01, 1]$ and $l_{RBF} \\in [0.01, 1]$ and noise level $\\in [0.001, \\infty)$. \n", "\n", "Model constants as constant kernels.\n", "\n", "II. Fit data up to year 2004 in order to calculate correct parameters. Play with initial parameters, in order to get best fit. \n", "\n", "III. Plot real data together with predictions up to the year 2030.\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "co2_df = pd.read_csv(\n", " # Source: https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv\n", " './monthly_in_situ_co2_mlo.csv', \n", " header=54, # Data starts here\n", " skiprows=[55, 56], # Headers consist of multiple rows\n", " usecols=[3, 4], # Only keep the 'Date' and 'CO2' columns\n", " na_values='-99.99', # NaNs are denoted as '-99.99'\n", " dtype=np.float64\n", ")\n", "\n", "co2_df.dropna(inplace=True)\n", "co2_df.rename(columns=lambda x: x.strip(), inplace=True)\n", "\n", "date = np.array(co2_df[\"Date\"])\n", "CO2 = np.array(co2_df[\"CO2\"])\n", "\n", "date_2004 = date[date<2004]\n", "CO2_2004 = CO2[date<2004]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "#Main rising trend:\n", "k_main = ConstantKernel(2e3, constant_value_bounds = (5e2,1e4)) \n", "k_main *= RBF(50, length_scale_bounds= (30,100))\n", "\n", "#Seasonal component\n", "k_season = ConstantKernel(4, constant_value_bounds = (2,20))\n", "k_season *= ExpSineSquared(length_scale=1.0, periodicity=1.0,\n", " periodicity_bounds=\"fixed\", length_scale_bounds= (0.5,4))\n", "\n", "# medium term irregularities\n", "k3 = ConstantKernel(0.5, constant_value_bounds = (1e-1,1))\n", "k3 *= RBF(length_scale=180, length_scale_bounds= (100,400))\n", " \n", "k4 = ConstantKernel(0.1, constant_value_bounds = (1e-2,1))\n", "k4 *= RBF(length_scale=0.1, length_scale_bounds= (1e-2,1))\n", "k4 += WhiteKernel(noise_level=0.01, noise_level_bounds=(1e-3, np.inf))\n", "\n", "kernel = k_main + k_season + k3 +k4" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100**2 * RBF(length_scale=30) + 3.16**2 * ExpSineSquared(length_scale=1.48, periodicity=1) + 0.708**2 * RBF(length_scale=180) + 0.47**2 * RBF(length_scale=0.299) + WhiteKernel(noise_level=0.0441)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# II\n", "gp = GaussianProcessRegressor(kernel=kernel)\n", "gp.fit(date_2004.reshape(-1, 1),CO2_2004)\n", "gp.kernel_" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'year')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# III\n", "\n", "plt.figure(figsize=(17,15))\n", "date_future = np.linspace(1960,2030, 70*12)\n", "plt.plot(date_future, gp.predict(date_future.reshape(-1, 1)), label = \"predictions\")\n", "plt.plot(date, CO2, label = \"reality\")\n", "plt.plot([2004, 2004], [310, 440], \"k--\", label = \"2004\")\n", "plt.plot([2020, 2020], [310, 440], \"k-.\", label = \"2020\")\n", "\n", "plt.legend()\n", "plt.title(\" Atmospheric CO2 concentrations (ppm) at Mauna Loa, Observatory, Hawaii\")\n", "plt.ylabel(\"CO2 concentration [ppm]\")\n", "plt.xlabel(\"year\")" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }