From cadea6e1d42a92644b375781ba0c1944180cf8b4 Mon Sep 17 00:00:00 2001 From: noah Date: Fri, 30 Sep 2022 13:06:55 -0500 Subject: [PATCH] Optional 2 --- .~lock.Schrick-Noah_CS-6643_Lab-4.docx# | 2 +- Schrick-Noah_CS-6643_Lab-4.R | 25 ++++++++++++++++++++++++ Schrick-Noah_CS-6643_Lab-4.docx | Bin 55934 -> 150031 bytes 3 files changed, 26 insertions(+), 1 deletion(-) diff --git a/.~lock.Schrick-Noah_CS-6643_Lab-4.docx# b/.~lock.Schrick-Noah_CS-6643_Lab-4.docx# index f149018..bc481dc 100644 --- a/.~lock.Schrick-Noah_CS-6643_Lab-4.docx# +++ b/.~lock.Schrick-Noah_CS-6643_Lab-4.docx# @@ -1 +1 @@ -,noah,NovaArchSys,30.09.2022 12:52,file:///home/noah/.config/libreoffice/4; \ No newline at end of file +,noah,NovaArchSys,30.09.2022 13:06,file:///home/noah/.config/libreoffice/4; \ No newline at end of file diff --git a/Schrick-Noah_CS-6643_Lab-4.R b/Schrick-Noah_CS-6643_Lab-4.R index 2b968c7..df2ff50 100644 --- a/Schrick-Noah_CS-6643_Lab-4.R +++ b/Schrick-Noah_CS-6643_Lab-4.R @@ -146,3 +146,28 @@ rownames(d) mddTree = hclust(as.dist(d)) mddTree$labels <- phenos.df$X plot(mddTree) + + +#### Optional 2: Compare MDS and UMAP clustering +if (!require("umap")) install.packages("umap") +library(umap) +# change umap config parameters +custom.config = umap.defaults +custom.config$random_state = 123 +custom.config$n_epochs = 500 + +SxG.df <- data.frame(t(GxS.covfilter)) + +obs_mds = cmdscale(d, k=2) +#add colors for MDD/HC +colors = rep("black",nrow(SxG.df)) +colors[startsWith(rownames(SxG.df),"MDD")] <- "red" +plot(obs_mds, col=colors, + main="mds of observations", xlab="mds dim1", ylab="mds dim2") + +obs_umap = umap(SxG.df, config=custom.config) +#add colors for MDD/HC +colors = rep("black",nrow(SxG.df)) +colors[startsWith(rownames(SxG.df),"MDD")] <- "red" +plot(obs_umap$layout, col=colors, + main="umap of observations", xlab="umap dim1", ylab="umap dim2") diff --git a/Schrick-Noah_CS-6643_Lab-4.docx b/Schrick-Noah_CS-6643_Lab-4.docx index 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