Regularized generalized structured component analysis

DOI10.1007/s11336-009-9119-yzbMath1272.62121OpenAlexW2080712240MaRDI QIDQ1036147

Heungsun Hwang

Publication date: 5 November 2009

Published in: Psychometrika (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s11336-009-9119-y

zbMATH Keywords

generalized structured component analysisalternating regularized least squaresmulti-collinearityridge-type regularization

Mathematics Subject Classification ID

Applications of statistics to psychology (62P15)

Related Items (6)

Functional parallel factor analysis for functions of one- and two-dimensional arguments ⋮ A heterogeneous Bayesian regression model for cross-sectional data involving a single observation per response unit ⋮ Functional extended redundancy analysis ⋮ Regularized reduced rank growth curve models ⋮ Constrained stochastic extended redundancy analysis ⋮ Generalized functional extended redundancy analysis

Uses Software

• ElemStatLearn

Cites Work

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• Regularized linear and kernel redundancy analysis
• Additive structure in qualitative data: An alternating least squares method with optimal scaling features
• The isotropic scaling problem in generalized Procrustes analysis
• Generalized structured component analysis
• Fuzzy clusterwise generalized structured component analysis
• Multilevel Generalized Structured Component Analysis
• Estimation of a Model with Multiple Indicators and Multiple Causes of a Single Latent Variable
• Ridge Regression: Biased Estimation for Nonorthogonal Problems
• The elements of statistical learning. Data mining, inference, and prediction

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