Sparse Group Partial Least Square Methods
Group Partial Least Squares (gPLS)
Group Sparse Partial Least Squares Discriminant Analysis (sPLS-DA)
Percentage of variance of the matrix explained by the score-vector...
Compute evaluation criteria for PLS, sPLS, PLS-DA and sPLS-DA
Plots a cluster image mapping of correlations between outcomes and all...
Predict Method for sPLS, gPLS, sgPLS, sPLDda, gPLSda, sgPLSda
Output of selected variables from a gPLS model or a sgPLS model
Output of selected variables from a sPLS model
Internal Functions
Group and Sparse Group Partial Least Square Model
Sparse Group Partial Least Squares (sgPLS)
Sparse Group Sparse Partial Least Squares Discriminant Analysis (sPLS-...
Sparse Partial Least Squares (sPLS)
Sparse Partial Least Squares Discriminant Analysis (sPLS-DA)
Choice of the tuning parameter (number of groups) related to predictor...
Choice of the tuning parameters (number of groups and mixing parameter...
Choice of the tuning parameter (number of variables) related to predic...
Regularized version of partial least square approaches providing sparse, group, and sparse group versions of partial least square regression models (Liquet, B., Lafaye de Micheaux, P., Hejblum B., Thiebaut, R. (2016) <doi:10.1093/bioinformatics/btv535>). Version of PLS Discriminant analysis is also provided.