%%% R code to generate the input data files from corresponding simulation logs % R> setwd("~/Work/tensorPredictors") % R> % R> for (sim.name in c("2a", "2b", "2c", "2d")) { % R> pattern <- paste0("sim\\_", sim.name, "\\_ising\\-[0-9T]*\\.csv") % R> log.file <- sort( % R> list.files(path = "sim/", pattern = pattern, full.names = TRUE), % R> decreasing = TRUE % R> )[[1]] % R> % R> sim <- read.csv(log.file) % R> % R> aggr <- aggregate(sim[, names(sim) != "sample.size"], list(sample.size = sim$sample.size), mean) % R> % R> write.table(aggr, file = paste0("LaTeX/plots/aggr-", sim.name, "-ising.csv"), row.names = FALSE, quote = FALSE) % R> } \documentclass[border=0cm]{standalone} \usepackage{tikz} \usepackage{pgfplots} \usepackage{bm} \definecolor{gmlm}{RGB}{0,0,0} \definecolor{mgcca}{RGB}{86,180,233} \definecolor{tsir}{RGB}{0,158,115} \definecolor{pca}{RGB}{240,228,66} \definecolor{hopca}{RGB}{230,159,0} \definecolor{lpca}{RGB}{127,127,127} \definecolor{clpca}{RGB}{191,191,191} \pgfplotsset{ every axis/.style={ xtick={100,200,300,500,750}, ymin=-0.05, ymax=1.05, grid=both, grid style={gray, dotted} }, every axis plot/.append style={ mark = *, mark size = 1pt, line width=0.8pt } } \tikzset{ legend entry/.style={ mark = *, mark size = 1pt, mark indices = {2}, line width=0.8pt } } \begin{document} \begin{tikzpicture}[>=latex] \begin{axis}[ name=sim-2a, xticklabel=\empty ] \addplot[color = gmlm, line width=1pt] table[x = sample.size, y = dist.subspace.gmlm] {aggr-1a-normal.csv}; \addplot[color = pca] table[x = sample.size, y = dist.subspace.pca] {aggr-2a-ising.csv}; \addplot[color = hopca] table[x = sample.size, y = dist.subspace.hopca] {aggr-2a-ising.csv}; \addplot[color = tsir] table[x = sample.size, y = dist.subspace.tsir] {aggr-2a-ising.csv}; \addplot[color = mgcca] table[x = sample.size, y = dist.subspace.mgcca] {aggr-2a-ising.csv}; \addplot[color = lpca] table[x = sample.size, y = dist.subspace.lpca] {aggr-2a-ising.csv}; \addplot[color = clpca] table[x = sample.size, y = dist.subspace.clpca] {aggr-2a-ising.csv}; \end{axis} \node[anchor = base west, yshift = 0.3em] at (sim-2a.north west) { a: linear dependence on $\mathcal{F}_y \equiv y$ }; \begin{axis}[ name=sim-2b, anchor=north west, at={(sim-2a.right of north east)}, xshift=0.1cm, xticklabel=\empty, ylabel near ticks, yticklabel pos=right ] \addplot[color = gmlm, line width=1pt] table[x = sample.size, y = dist.subspace.gmlm] {aggr-1a-normal.csv}; \addplot[color = pca] table[x = sample.size, y = dist.subspace.pca] {aggr-2b-ising.csv}; \addplot[color = hopca] table[x = sample.size, y = dist.subspace.hopca] {aggr-2b-ising.csv}; \addplot[color = tsir] table[x = sample.size, y = dist.subspace.tsir] {aggr-2b-ising.csv}; \addplot[color = mgcca] table[x = sample.size, y = dist.subspace.mgcca] {aggr-2b-ising.csv}; \addplot[color = lpca] table[x = sample.size, y = dist.subspace.lpca] {aggr-2b-ising.csv}; \addplot[color = clpca] table[x = sample.size, y = dist.subspace.clpca] {aggr-2b-ising.csv}; \end{axis} \node[anchor = base west, yshift = 0.3em] at (sim-2b.north west) { b: quadratic dependence on $y$ }; \begin{axis}[ name=sim-2c, anchor=north west, at={(sim-2a.below south west)}, yshift=-.8em, xticklabel=\empty ] \addplot[color = gmlm, line width=1pt] table[x = sample.size, y = dist.subspace.gmlm] {aggr-1a-normal.csv}; \addplot[color = pca] table[x = sample.size, y = dist.subspace.pca] {aggr-2c-ising.csv}; \addplot[color = hopca] table[x = sample.size, y = dist.subspace.hopca] {aggr-2c-ising.csv}; \addplot[color = tsir] table[x = sample.size, y = dist.subspace.tsir] {aggr-2c-ising.csv}; \addplot[color = mgcca] table[x = sample.size, y = dist.subspace.mgcca] {aggr-2c-ising.csv}; \addplot[color = lpca] table[x = sample.size, y = dist.subspace.lpca] {aggr-2c-ising.csv}; \addplot[color = clpca] table[x = sample.size, y = dist.subspace.clpca] {aggr-2c-ising.csv}; \end{axis} \node[anchor = base west, yshift = 0.3em] at (sim-2c.north west) { c: rank 1 $\boldsymbol{\beta}$'s }; \begin{axis}[ name=sim-2d, anchor=north west, at={(sim-2c.right of north east)}, xshift=0.1cm, ylabel near ticks, yticklabel pos=right ] \addplot[color = gmlm, line width=1pt] table[x = sample.size, y = dist.subspace.gmlm] {aggr-1a-normal.csv}; \addplot[color = pca] table[x = sample.size, y = dist.subspace.pca] {aggr-2d-ising.csv}; \addplot[color = hopca] table[x = sample.size, y = dist.subspace.hopca] {aggr-2d-ising.csv}; \addplot[color = tsir] table[x = sample.size, y = dist.subspace.tsir] {aggr-2d-ising.csv}; \addplot[color = mgcca] table[x = sample.size, y = dist.subspace.mgcca] {aggr-2d-ising.csv}; \addplot[color = lpca] table[x = sample.size, y = dist.subspace.lpca] {aggr-2d-ising.csv}; \addplot[color = clpca] table[x = sample.size, y = dist.subspace.clpca] {aggr-2d-ising.csv}; \end{axis} \node[anchor = base west, yshift = 0.3em] at (sim-2d.north west) { d: interaction constraints via $\boldsymbol{\Omega}$'s }; \node[anchor = north] at (current bounding box.south) {Sample Size $n$}; \matrix[anchor = north] at (current bounding box.south) { \draw[color=gmlm, legend entry, line width=1pt] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {GMLM}; & \draw[color=tsir, legend entry] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {TSIR}; & \draw[color=mgcca, legend entry] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {MGCCA}; & \draw[color=hopca, legend entry] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {HOPCA}; & \draw[color=pca, legend entry] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {PCA}; & \draw[color=lpca, legend entry] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {LPCA}; & \draw[color=clpca, legend entry] plot coordinates {(0, 0) (.3, 0) (.6, 0)}; & \node[anchor=west] {CLPCA}; \\ }; \node[anchor = south, rotate = 90] at (current bounding box.west) {Subspace Distance $d(\boldsymbol{B}, \hat{\boldsymbol{B}})$}; \node[anchor = south, rotate = 270] at (current bounding box.east) {\phantom{Subspace Distance $d(\boldsymbol{B}, \hat{\boldsymbol{B}})$}}; \node[anchor = south, font=\large] at (current bounding box.north) {Ising Simulation}; \end{tikzpicture} \end{document}