Latent variable multivariate regression modeling

Keywords

Latent variableLatent variable modelPartial least squares regressionMultivariate statisticsPrincipal component regressionStatisticsStructural equation modelingLatent class modelRegression diagnosticChemometricsRegression analysisComputer scienceContext (archaeology)Probabilistic latent semantic analysisEconometricsVariable (mathematics)MathematicsMachine learningBayesian multivariate linear regression

Affiliated Institutions

McMaster University CA

Related Publications

Partial least squares regression and projection on latent structure regression (PLS Regression)

Hervé Abdi

Abstract Partial least squares (PLS) regression ( a.k.a. projection on latent structures) is a recent technique that combines features from and generalizes principal component a...

2010 Wiley Interdisciplinary Reviews Compu... 1363 citations

A Comparison of Least Squares and Latent Root Regression Estimators

Richard F. Gunst , J. T. Webster , Robert Mason

Miilticollinesrity among the columns of regressor variables is known to cause severe distortion of the least squares estimates of the parameters in a multiple linear regression ...

1976 Technometrics 83 citations

REBUS‐PLS: A response‐based procedure for detecting unit segments in PLS path modelling

Vincenzo Esposito Vinzi , Laura Trinchera , Silvia Squillacciotti +1 more

Abstract Structural equation models (SEMs) make it possible to estimate the causal relationships, defined according to a theoretical model, linking two or more latent complex co...

2008 Applied Stochastic Models in Business... 158 citations

Regression methods for high dimensional multicollinear data

Lorna Aucott , Paul H. Garthwaite , James Currall

To compare their performance on high dimensional data, several regression methods are applied to data sets in which the number of exploratory variables greatly exceeds the sampl...

2000 Communications in Statistics - Simula... 13 citations

Robustness of partial least-squares method for estimating latent variable quality structures

Claes M. Cassel , Peter Hackl , Anders Westlund

Latent variable structural models and the partial least-squares (PLS) estimation procedure have found increased interest since being used in the context of customer satisfaction...

1999 Journal of Applied Statistics 699 citations

Publication Info

Year: 1999
Type: article
Volume: 48
Issue: 2
Pages: 167-180
Citations: 151
Access: Closed

External Links

View on DOI.org

Social Impact

Altmetric

Latent variable multivariate regression modeling

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

151

OpenAlex

Cite This

APA Style

                            
                                    Alison J. Burnham, 
                                
                                    John F. MacGregor, 
                                
                                    R. Viveros
                                
                            (1999). 
                            Latent variable multivariate regression modeling. 
                            Chemometrics and Intelligent Laboratory Systems
                            , 48
                            (2)
                            , 167-180.
                            https://doi.org/10.1016/s0169-7439(99)00018-0

Identifiers

DOI: 10.1016/s0169-7439(99)00018-0