-
Rename RGCCA classes and prefix them with "rgcca_".
-
Merge documentation of print functions.
-
Merge documentation of plot functions.
-
Environment variable TEST_SNAPSHOTS must be set to "TRUE" for snapshots to be evaluated.
- Added a
NEWS.md
file to track changes to the package.
Many differences have been introduced since the last version published on CRAN. We list below the most important ones:
- The function
rgcca
is now the main entry point of the package. - Many well-known methods of the multiblock literature are now directly
available by setting the
method
argument in thergcca
function. The list of methods can be found using theavailable_methods
function. - Arguments
A
andC
of thergcca
function are now deprecated.blocks
andconnection
should be used instead. - Small utility functions are no longer exported.
- Functions
rgcca_transform
andrgcca_predict
have been added. They allow applying fitted RGCCA models to project new subjects onto the learned subspaces and make predictions of response blocks usingcaret
predictive models. - Functions
rgcca_cv
andrgcca_permutation
have been added. They allow for finding the best parameters of the models based on a cross-validation or permutation criterion. - The function
rgcca_bootstrap
has been added to evaluate the weights of a model using a bootstrap procedure. - The function
rgcca_stability
has been added to evaluate the stability of the variable selection performed by SGCCA. - Print and plot functions have been added for the outputs of functions
rgcca
,rgcca_cv
,rgcca_permutation
,rgcca_bootstrap
, andrgcca_stability
.