MOVIE provides a framework for evaluating variance classification methods using multi-omics data. Using data segmentation, this framework aims to identify the consistency and the extent of overfitting of multi-omics methods.
MOVIE is available as an R package which can be installed using devtools as follows.
library(devtools)
devtools::install_github("mccabes292/movie")
Please consult our main vignette for guidance on how to generate "contribution" and "comparison" plots. You can also view our Cross-Validation Analysis Vignette for an explanation on how to conduct an appropriate analysis before utilizing the MOVIE R package.