PLS regression

GPTKB entity

Statements (28)
Predicate Object
gptkbp:instanceOf statistical analysis
regression analysis technique
gptkbp:alsoKnownAs gptkb:Partial_Least_Squares_regression
gptkbp:appliesTo gptkb:chemometrics
social sciences
bioinformatics
econometrics
gptkbp:category supervised learning
linear regression
gptkbp:developedBy gptkb:Herman_Wold
gptkbp:foundIn latent variables
gptkbp:handles high-dimensional data
collinear data
https://www.w3.org/2000/01/rdf-schema#label PLS regression
gptkbp:input matrix of predictors (X)
gptkbp:introducedIn 1970s
gptkbp:output matrix of responses (Y)
gptkbp:reduces covariance between X and Y
gptkbp:relatedTo gptkb:principal_component_analysis
canonical correlation analysis
gptkbp:software gptkb:Python
gptkb:MATLAB
R
gptkbp:usedFor multivariate analysis
predictive modeling
dimension reduction
gptkbp:bfsParent gptkb:Partial_Least_Squares_(statistical_method)
gptkbp:bfsLayer 7