{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Elastic Functional Principal Component Analysis\n", "After we have aligned our data we can compute functional principal component analysis (fPCA) on the aligned data, warping functions, and jointly" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fdasrsf as fs\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will load in our example data again and compute the alignment" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing...\n", "Compute Karcher Mean of 21 function in SRSF space with lam=0.000000\n", "updating step: r=1\n", "updating step: r=2\n" ] } ], "source": [ "data = np.load('../../bin/simu_data.npz')\n", "time = data['arr_1']\n", "f = data['arr_0']\n", "obj = fs.fdawarp(f,time)\n", "obj.srsf_align(parallel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vertical fPCA\n", "We will first compute fPCA on the aligned functions, by constructing the object and computing the PCA for the number of components, default=3)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "vpca = fs.fdavpca(obj)\n", "vpca.calc_fpca(no=3)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then can plot the principal directions" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vpca.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Horizontal fPCA\n", "We can then compute PCA on the set of warping functions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "hpca = fs.fdahpca(obj)\n", "hpca.calc_fpca(no=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then can plot the principal directions" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hpca.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Joint fPCA\n", "We can also compute the fPCA on jointly on the phase/amplitude space if we feel there is correlation between the variabilities" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "jpca = fs.fdajpca(obj)\n", "jpca.calc_fpca(no=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then can plot the principal directions" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jpca.plot()" ] } ], "metadata": { "interpreter": { "hash": "eefe914564b96afd6c9a51e007f70e1c1e462b0867c0b47003c1c9640be04ea4" }, "kernelspec": { "display_name": "Python 3.8.12 64-bit ('base': conda)", "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": "3.11.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }