- Clusterwise simultaneous component analysis for analyzing structural differences in multivariate multiblock dataKim De Roover
Faculty of Psychology and Educational Sciences, Katholieke Universiteit Leuven, Leuven, Belgium
Psychol Methods 17:100-19. 2012..An algorithm for fitting clusterwise SCA-ECP solutions is proposed and evaluated in a simulation study. Finally, the usefulness of clusterwise SCA is illustrated by empirical examples from eating disorder research and social psychology...
- How to perform multiblock component analysis in practiceKim De Roover
Department of Educational Sciences, Katholieke Universiteit Leuven, Andreas Vesaliusstraat 2, B 3000 Leuven, Belgium
Behav Res Methods 44:41-56. 2012..Therefore, this article presents the MultiBlock Component Analysis program, which also includes procedures for missing data imputation and model selection...
- A clusterwise simultaneous component method for capturing within-cluster differences in component variances and correlationsKim De Roover
Department of Educational Sciences, Katholieke Universiteit Leuven, B 3000 Leuven, Belgium
Br J Math Stat Psychol 66:81-102. 2013..The value of the model for empirical research is illustrated with data from psychiatric diagnosis research...
- Common and cluster-specific simultaneous component analysisKim De Roover
Methodology of Educational Sciences Research Unit, KU Leuven, Leuven, Belgium
PLoS ONE 8:e62280. 2013..Model estimation and model selection procedures are described and simulation results validate their performance. Also, the method is applied to data from cross-cultural values research to illustrate its empirical value...