Last updated: 2017-12-21
Code version: 6e42447
Identifiability of small effects from correlation.
library(ashr)
library(edgeR)
library(limma)
library(pROC)
source("../code/gdash.R")
data = readRDS("../data/liver.rds")
ngene = 1e4
data = top_gene_selection(ngene, data)$data
\[g = 0.9\delta_0 + 0.1N\left(0, \sigma^2\right) \ .\]
\[g = 0.99\delta_0 + 0.01N\left(0, \left(3.16\sigma\right)^2\right) \ .\]
\[g = 0.1\delta_0 + 0.9N\left(0, \left(0.33\sigma\right)^2\right) \ .\]
\[g = 0.5\delta_0 + 0.5N\left(0, \sigma^2\right) \ .\]
\[g = 0.6\delta_0 + 0.3N\left(0, \left(0.82\sigma\right)^2\right) + 0.1N\left(0, \left(1.73\sigma\right)^2\right) \ .\]
\[g = 0.1\delta_0 + 0.9N\left(0, \left(0.75\sigma^2\right)^2\right) \ .\]
sessionInfo()
R version 3.4.3 (2017-11-30)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS High Sierra 10.13.2
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.4/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.4/Resources/lib/libRlapack.dylib
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
attached base packages:
[1] stats graphics grDevices utils datasets methods base
loaded via a namespace (and not attached):
[1] compiler_3.4.3 backports_1.1.2 magrittr_1.5 rprojroot_1.3-1
[5] tools_3.4.3 htmltools_0.3.6 yaml_2.1.16 Rcpp_0.12.14
[9] stringi_1.1.6 rmarkdown_1.8 knitr_1.17 git2r_0.20.0
[13] stringr_1.2.0 digest_0.6.13 evaluate_0.10.1
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