{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting with GaussianProcesses.jl\n", "\n", "GaussianProcesses.jl provides recipes for plotting one and two-dimensional gaussian processes using the [Plots.jl](https://juliaplots.github.io/) package. Plots.jl provides a general interface for plotting with several different backends including PyPlot, Plotly and GR.\n", "\n", "Currently plotting is only supported for GPE objects i.e. Gaussian processes with Gaussian likelihood functions.\n", "\n", "Plots.jl is not a dependency of GaussianProcesses.jl as the plotting functionality is implemented through the skeleton package RecipesBase.jl. To plot a GP object one must therefore first install and load the Plots.jl package:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Plots.PyPlotBackend()" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Plots\n", "pyplot() # Optionally select a plotting backend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting backends such as PyPlot.jl, may also have to be installed manually.\n", "\n", "Once a GPE object is constructed, the `plot` command can be used to plot the mean function of the Gaussian process. The user can modify attributes of the plot such as the axis labels with the usual optional keyword arguments:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using GaussianProcesses\n", "\n", "# Generate random data for Gaussian process\n", "x = 2π * rand(10)\n", "y = sin.(x) + 0.5*rand(10)\n", "\n", "# Set-up mean and kernel\n", "se = SE(0.0, 0.0)\n", "m = MeanZero()\n", "\n", "# Construct and plot GP\n", "gp = GP(x,y,m,se)\n", "plot(gp; xlabel=\"gp.x\", ylabel=\"gp.y\", title=\"Gaussian process\", legend=false, fmt=:png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the plot command plots the with a ribbon representing 95% confidence interval on the output observations, and with the observation points. These aspects be controlled with the following special additional keyword arguments:\n", " - β (default=0.95) : level of confidence band plotted with mean (set to 0.0 for no band)\n", " - obsv (default=true) : plot observations with mean function\n", " \n", "Note that not all plotting backends are able to plot the confidence band. Specifically, only those which support the ribbon attribute can plot the confidence band. See [here](https://juliaplots.github.io/supported/) for tables detailing which backends support which series types and attributes.\n", "\n", "Plots.jl allows the user to modify and combine plots in complicated ways. The following plots a fitted Gaussian process with sampled processes." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = 0:0.1:2π\n", "plot(gp; obsv=false)\n", "optimize!(gp)\n", "plot(gp; obsv=false, label=\"GP posterior mean\", fmt=:png)\n", "samples = rand(gp, x, 5)\n", "plot!(x, samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two-dimensional Gaussian processes are plotted in the same way. In this case, the `plot` command has the following special keyword:\n", "\n", "- var (default = false): plot variance of Gaussian process instead of the mean\n", "\n", "By default, the `plot` command will produce a contour plot for a two-dimensional process." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Simulate data for 2D Gaussian process\n", "X = 2π*rand(2, 10)\n", "y = sin.(X[1,:]) .* cos.(X[2,:]) + 0.5*rand(10)\n", "gp2 = GP(X,y,m,se)\n", "# Plot mean and variance\n", "p1 = plot(gp2; title=\"Mean of GP\")\n", "p2 = plot(gp2; var=true, title=\"Variance of GP\", fill=true)\n", "plot(p1, p2; fmt=:png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plots.jl has recipes for different types of two-dimensional plots including heatmaps, surfaces, contours and wireframes. The user can select the type of plot using the `seriestype` keyword, or the appropriate function name:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "GKS: invalid bitmap size\n", "GKS: invalid bitmap size\n", "GKS: invalid bitmap size\n" ] } ], "source": [ "gr() # use GR backend to allow wireframe plot\n", "p1 = contour(gp2)\n", "p2 = surface(gp2)\n", "p3 = heatmap(gp2)\n", "p4 = wireframe(gp2)\n", "plot(p1, p2, p3, p4; fmt=:png)" ] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.0.1", "language": "julia", "name": "julia-1.0" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.0.1" } }, "nbformat": 4, "nbformat_minor": 2 }