Partial Least Squares (statistical method)

URI: https://gptkb.org/entity/Partial_Least_Squares_(statistical_method)
GPTKB entity
Statements (33)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:alsoKnownAs gptkb:PLS
gptkbp:alternativeTo gptkb:lasso_regression
ridge regression
gptkbp:appliesTo gptkb:chemometrics
bioinformatics
econometrics
gptkbp:category supervised learning
multivariate analysis
gptkbp:developedBy gptkb:Herman_Wold
gptkbp:extendsTo gptkb:multiple_linear_regression
gptkbp:firstDescribed 1966
gptkbp:foundIn latent variables
gptkbp:handles high-dimensional data
multicollinearity
https://www.w3.org/2000/01/rdf-schema#label Partial Least Squares (statistical method)
gptkbp:input predictor variables
gptkbp:output response variables
gptkbp:reduces covariance between predictors and responses
gptkbp:relatedTo gptkb:principal_component_analysis
canonical correlation analysis
gptkbp:software gptkb:Python
gptkb:SAS
gptkb:MATLAB
R
gptkbp:usedFor statistical analysis
dimensionality reduction
predictive modeling
gptkbp:variant gptkb:PLS_discriminant_analysis
gptkb:PLS_path_modeling
gptkb:PLS_regression
gptkbp:bfsParent gptkb:PLS
gptkbp:bfsLayer 6