Changes in version 1.1.0 o Changes: • the modelList has been added to provide the user a list of currently implemented methods. • The 'verbose' argument in fs.stability, fs.ensembl.stability, & fit.only.model has been changed to a character option indicating the extent of verbose output. • Canberra stability has been added as the previous implementation was not compatible with RPT. See ?canberra.stability for more details. • Many more tests have been implemented to make the package more stable. Changes in version 0.99.3 o FEATURES IN PROGRESS: • Access to fitted models (averaged or all bootstrapped results?) • Easy graphics access (scores/loadings plots, variable importance plots, etc.) • Summary graphics (across models) • Database searching (HMDB, MMCD, Metlin, LipidMaps, etc.) • Additional algorithms (neural nets, bayesian, etc.) • Additional ensemble methods (bayesian, boosting, etc.)