PLS.GLM_SIMPLS: Partial Least Squares-Generalized Linear Model (PLS-GLM) fitted using the SIMPLS algorithm
Description
Takes in a set of predictor variables and a set of response variables and gives the PLS-GLM parameters.
Usage
PLS.GLM_SIMPLS(X, y, A, PLS_algorithm = NULL, eps = 1e-04, ...)
Arguments
X
A (NxP) predictor matrix
y
A (Nx1) Poisson-distributed response vector
A
The number of PLS components
PLS_algorithm
The mod.SIMPLS algorithm
eps
Cut off value for convergence step
...
Other arguments. Currently ignored
Value
The PLS-GLM parameters of D=[X y]