Partial Least Squares Discriminant Analysis

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:abbreviation gptkb:PLS-DA
gptkbp:basedOn gptkb:Partial_Least_Squares_regression
gptkbp:developedBy 1990s
gptkbp:feature supervised learning
dimension reduction
latent variable modeling
gptkbp:handles high-dimensional data
multicollinearity
https://www.w3.org/2000/01/rdf-schema#label Partial Least Squares Discriminant Analysis
gptkbp:implementedIn gptkb:Python
gptkb:MATLAB
R
gptkbp:predicts categorical variables
gptkbp:relatedTo gptkb:Linear_Discriminant_Analysis
Principal Component Analysis
gptkbp:requires response variable to be categorical
gptkbp:used_in gptkb:chemometrics
bioinformatics
omics data analysis
gptkbp:usedFor gptkb:dictionary
gptkbp:bfsParent gptkb:PLS_discriminant_analysis
gptkbp:bfsLayer 8