irinagain / SLIDE

R package SLIDE for Structural Learning and Integrative Decomposition of Multi-View Data

R package SLIDE for Structural Learning and Integrative Decomposition of Multi-View Data

SLIDE (Structural Learning and Integrative DEcomposition) is an R package that implements methods described in

• Gaynanova, Irina, and Gen Li. "Structural learning and integrative decomposition of multi‐view data." Biometrics 75.4 (2019): 1121-1132.

To install from Github:

devtools::install_github("irinagain/SLIDE")

The main function is slide, which fits SLIDE model to the multi-vew data. There are also several supporting functions. Each function has a documentation with a simple example which can be accessed using standard ? commands in R (i.e. ?slide).

Example

n = 25
p1 = 10
p2 = 10
data = generateModel1(n = n, pvec = c(p1, p2))
out_slide = slide(X = data$X, pvec = c(p1,p2))
out_slide$S