{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "hidden": true }, "outputs": [], "source": [ "options(repr.plot.width = 7, repr.plot.height = 6)\n", "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gaussian kernel width `sigma`\n", "=============================\n", "\n", "The other important parameter for `DiffusionMap` is the Gaussian kernel width `sigma` ($\\sigma$) that determines the transition probability between data points. The default call of **destiny** – `DiffusionMap(data)` aka `DiffusionMap(data, 'local')`) – uses a local `sigma` per cell, derived from a local density estimate around each cell.\n", "\n", "Using the 1.0 default, `sigma = 'global'`, estimates sigma using a heuristic. It is also possible to specify this parameter manually to tweak the result. The eigenvector plot explained above will show a continuous decline instead of sharp drops if either the dataset is too big or the `sigma` is chosen too small.\n", "\n", "The sigma estimation algorithm is explained in detail in Haghverdi et al. (2015). In brief, it works by finding a maximum in the slope of the log-log plot of local density versus `sigma`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "library(destiny)\n", "data(guo_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using find_sigmas\n", "-----------------\n", "\n", "An efficient variant of that procedure is provided by `find_sigmas`. This function determines the optimal sigma for a subset of the given data and provides the default sigma for a `DiffusionMap` call. Due to a different starting point, the resulting sigma is different from above:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "10.8945955274194" ], "text/latex": [ "10.8945955274194" ], "text/markdown": [ "10.8945955274194" ], "text/plain": [ "[1] 10.8946" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sigmas <- find_sigmas(guo_norm, verbose = FALSE)\n", "optimal_sigma(sigmas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting diffusion map’s approximation depends on the chosen sigma. Note that the sigma estimation heuristic only finds local optima and even the global optimum of the heuristic might not be ideal for your data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": "JVBERi0xLjUKJbXtrvsKMyAwIG9iago8PCAvTGVuZ3RoIDQgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nUgogICAvSW5mbyAyNSAwIFIKPj4Kc3RhcnR4cmVmCjY2NzU0CiUlRU9GCg==", "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAALQCAIAAAAlx8cWAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nChMY2CGEEEIIhQkM7BBCCCGEwsT/A9rGbG5STxdnAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par(pch = 20, mfrow = c(2, 2), mar = c(3,2,2,2))\n", "palette(cube_helix(6))\n", "\n", "for (sigma in list('local', 5, round(optimal_sigma(sigmas), 2), 100))\n", " plot(DiffusionMap(guo_norm, sigma), 1:2,\n", " main = substitute(sigma == s, list(s = sigma)),\n", " col_by = 'num_cells', draw_legend = FALSE)" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.3.1" } }, "nbformat": 4, "nbformat_minor": 0 }