Last updated: 2017-06-01

Code version: 2457dfb

library(ashr)
library(edgeR)
library(limma)
library(pROC)
source("../code/gdash.R")

Read in data

data = readRDS("../data/liver.rds")
ngene = 1e4
data = top_gene_selection(ngene, data)$data

Global Null

\[ g \equiv 0 \ . \]

SNR = 0

\[ g = 0.6\delta_0 + 0.3N\left(0, \sigma^2\right) + 0.1N\left(0, \left(2.65\sigma\right)^2\right) \ . \]

SNR = 2

\[ g = 0.6\delta_0 + 0.3N\left(0, \sigma^2\right) + 0.1N\left(0, \left(3.58\sigma\right)^2\right) \ . \]

SNR = 5

\[ g = 0.6\delta_0 + 0.3N\left(0, \left(2\sigma\right)^2\right) + 0.1N\left(0, \left(4.43\sigma\right)^2\right) \ . \]

SNR = 10

\[ g = 0.6\delta_0 + 0.3N\left(0, \left(3\sigma\right)^2\right) + 0.1N\left(0, \left(8.54\sigma\right)^2\right) \ . \]

Session information

sessionInfo()
R version 3.3.3 (2017-03-06)
Platform: x86_64-apple-darwin13.4.0 (64-bit)
Running under: macOS Sierra 10.12.5

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] backports_1.0.5 magrittr_1.5    rprojroot_1.2   tools_3.3.3    
 [5] htmltools_0.3.6 yaml_2.1.14     Rcpp_0.12.10    stringi_1.1.5  
 [9] rmarkdown_1.5   knitr_1.16      git2r_0.18.0    stringr_1.2.0  
[13] digest_0.6.12   evaluate_0.10

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