Regularized generalized canonical correlation analysis for multiblock or multigroup data analysis

DOI10.1016/j.ejor.2014.01.008zbMath1341.62160OpenAlexW2043795468MaRDI QIDQ296769

Michel Tenenhaus, Arthur Tenenhaus

Publication date: 23 June 2016

Published in: European Journal of Operational Research (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ejor.2014.01.008

zbMATH Keywords

multiblock data analysismultigroup data analysisregularized generalized canonical correlation analysis

Mathematics Subject Classification ID

Measures of association (correlation, canonical correlation, etc.) (62H20) Convex programming (90C25) Applications of mathematical programming (90C90)

Related Items (3)

Categorical multiblock linear discriminant analysis ⋮ Kernel generalized canonical correlation analysis ⋮ Regularized generalized canonical correlation analysis: a framework for sequential multiblock component methods

Uses Software

• XLStat
• RGCCA

Cites Work

• PLS path modeling
• Regularized generalized canonical correlation analysis
• An inter-battery method of factor analysis
• Relations among \(m\) sets of measures
• Generalized approaches to the Maxbet problem and the Maxdiff problem, with applications to canonical correlations
• PLS path modelling: computation of latent variables with the estimation mode B.
• Analysis of \(k\) sets of data, with differential emphasis on agreement between and within sets
• Hierarchical relations among three-way methods
• Redundancy analysis: an alternative for canonical correlation analysis
• Four simultaneous component models for the analysis of multivariate time series from more than one subject to model intraindividual and interindividual differences
• Between-Groups Comparison of Principal Components
• A clusterwise simultaneous component method for capturing within‐cluster differences in component variances and correlations
• Two generalizations of the common principal component model
• Hierarchical relations between methods for simultaneous component analysis and a technique for rotation to a simple simultaneous structure
• Canonical analysis of several sets of variables
• RELATIONS BETWEEN TWO SETS OF VARIATES
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• Unnamed Item
• Unnamed Item

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