- fix bug happening when providing a single Y variable to
sglrTheme
(issue #1) - allow to provide folds for cross validation defined by user (issue #2)
- individual beta and gamma for themes were not properly computed (issue #5)
- improve evaluation of linear predictors in
theme
function (issue #8) - remove dependency on
expm
package (issue #10) - error message for lack of convergence were improved and
scglrCrossVal
no longer stops when a fold does not converge (issue #12) - add a plot for
scglrCrossVal
- fix contrasts error in
scglrTheme
(issue #20) - fix some URL in docs
- move from
plsdepot::plsreg2
topls::plsr
to initialize mixed model components (issue #22)
- preliminary integration of code from
SCnext/mixedSCGLR
written by Jocelyn Chauvet (issue #11) - moved parallelization to
future
framework. Needfuture.apply
package (issue #16) - added progress to
scglrCrossVal
andscglrThemeBackward
functions usingprogressr
package (issue #17)
- parameter
nfolds
ofscglrCrossVal
as been renamed tofolds
and now accepts also vectors. For now a warning is issued and provided value is used but update your code as it will be removed in a next version. - parameter
mc.cores
ofscglrCrossVal
is now deprecated as of the move tofuture
framework for parallelization.
This major version introduces a new feature allowing to group covariates in so called themes.
- added
scglrTheme
andscglrThemeBackward
to handle theme oriented selection - reworked
multivariateFormula
to handle themes - added new plots targeting themes
- deprecated
barplot
in favor ofscreeplot
(same parameters)
- Removed LPLS legacy method
- changed from ING to PING
- New method is available : SR (Structural Relevance) see vignette
- Major rewrite of plot styling (not backward compatible)
- Various fixes and improvements (especially when dealing with a single dependant variable)
Initial version of SCGLR
- method LPLS (Local PLS)