Last updated: 2018-02-11

Code version: d53227e

To reproduce our results on your own computer, please follow these setup instructions.

Setup instructions

Install software and R packages

  1. Install R.

  2. Install MATLAB

  3. Install the required R packages (run the following commands in the R).

install.packages(c("devtools", "ashr", "PMA","ssvd","softImpute","Matrix","R.matlab","ggplot2","denoiseR"))
devtools::install_github("stephenslab/flashr")
  1. Install MATLAB package NBSFA

  2. Install packages sfa and SFAmix

Data sets

All the data sets used in the paper are in data files

Session information

Here are details about the computing environment, including the version of R and the R packages, that were used to generate the results from the R Markdown documents.

sessionInfo()
R version 3.3.0 (2016-05-03)
Platform: x86_64-apple-darwin13.4.0 (64-bit)
Running under: OS X 10.13.3 (unknown)

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     

other attached packages:
 [1] denoiseR_1.0    scales_0.4.1    MASS_7.3-47     reshape2_1.4.3 
 [5] flashr_0.4-6    workflowr_0.4.0 rmarkdown_1.6   ggplot2_2.2.1  
 [9] R.matlab_3.6.1  softImpute_1.4  Matrix_1.2-11   PMA_1.0.9      
[13] impute_1.48.0   plyr_1.8.4      ssvd_1.0       

loaded via a namespace (and not attached):
 [1] ashr_2.2-3           lattice_0.20-35      colorspace_1.3-2    
 [4] htmltools_0.3.6      yaml_2.1.16          rlang_0.1.6         
 [7] R.oo_1.21.0          withr_2.1.1          R.utils_2.5.0       
[10] foreach_1.4.4        stringr_1.2.0        munsell_0.4.3       
[13] gtable_0.2.0         R.methodsS3_1.7.1    devtools_1.13.3     
[16] codetools_0.2-15     leaps_3.0            evaluate_0.10.1     
[19] memoise_1.1.0        labeling_0.3         knitr_1.18          
[22] pscl_1.5.2           doParallel_1.0.11    irlba_2.2.1         
[25] parallel_3.3.0       curl_2.8.1           Rcpp_0.12.14        
[28] flashClust_1.01-2    backports_1.1.2      scatterplot3d_0.3-40
[31] truncnorm_1.0-7      gridExtra_2.3        digest_0.6.13       
[34] stringi_1.1.6        flashr2_0.4-0        grid_3.3.0          
[37] rprojroot_1.2        tools_3.3.0          magrittr_1.5        
[40] lazyeval_0.2.0       tibble_1.3.4         cluster_2.0.6       
[43] FactoMineR_1.36      SQUAREM_2017.10-1    httr_1.3.0          
[46] rstudioapi_0.6       iterators_1.0.9      R6_2.2.2            
[49] git2r_0.19.0        

This R Markdown site was created with workflowr