GenAlgPLSEvaluator-class: PLS Evaluator

In gaselect: Genetic Algorithm (GA) for Variable Selection from High-Dimensional Data

PLS Evaluator

Description

PLS Evaluator

Slots

numReplications

The number of replications used to evaluate a variable subset.

innerSegments

The number of inner RDCV segments used in one replication.

outerSegments

The number of outer RDCV segments used in one replication.

testSetSize

The relative size of the test set (between 0 and 1).

sdfact

The factor to scale the stand. dev. of the MSEP values when selecting the optimal number of components. For the "one standard error rule", sdfact is 1.

numThreads

The maximum number of threads the algorithm is allowed to spawn (a value less than 1 or NULL means no threads).

maxNComp

The maximum number of components to consider in the PLS model.

method

The PLS method used to fit the PLS model (currently only SIMPLS is implemented).

methodId

The ID of the PLS method used to fit the PLS model (see C++ code for allowed values).

gaselect documentation built on April 15, 2025, 1:29 a.m.