The Multiple Facets of Partial Least Squares and Related Methods

1. Partial Last Squares for Heterogeneous Data.- 2. On the PLS Algorithm for Multiple Regression (PLS1).- 3. Extending the Finite Iterative Method for Computing the Covariance Matrix Implied by a Recursive Path Model.- 4. Which Resampling-Based Error Estimator for Benchmark Studies? A Power Analysis with Application to PLS-LDA.- 5. Path Directions Incoherence in PLS Path Modeling: A Prediction-Oriented Solution.- 6. Imaging Genetics with Partial Least Squares for Mixed-Data Types (MiMoPLS).- 7. PLS and Functional Neuroimaging: Bias and Detection Power Across Different Resampling Schemes.- 8. Estimating and Correcting Optimism Bias in Multivariate PLS Regression: Application to the Study of the Association Between Single Nucleotide Polymorphisms and Multivariate Traits in Attention Deficit Hyperactivity Disorder.- 9. Discriminant Analysis for Multiway Data.- 10. Structured Variable Selection for Regularized Generalized Canonical Correlation Analysis.- 11. Supervised Component Generalized Linear Regression with Multiple Explanatory Blocks: THEME-SCGLR.- 12. Partial Possibilistic Regression Path Modeling.- 13. Assessment and Validation in Quantile Composite-Based Path Modeling.- 14. PLS-Frailty Model for Cancer Survival Analysis Based on Gene Expression Profiles.- 15. Functional Linear Regression Analysis Based on Partial Least Squares and Its Application.- 16. Multiblock and Multigroup PLS Application to Study Cannabis Consumption in Thirteen European Countries.- 17. A Unified Framework to Study the Properties of the PLS Vector of Regression Coefficients.- 18. A New Bootstrap-Based Stopping Criterion in PLS Components Construction.- 19. Extension to the PATHMOX Approach to Detect which Constructs Differentiate Segments and to Test Factor Invariance: Application to Mental Health Data.- 20. Multi-Group Invariance Testing: An Illustrative Comparison of PLS Permutation and Covariance-Based SEM Invariance Analysis.- 21. Brand Nostalgia and Consumers' Relationships to Luxury Brands: A Continuous and Categorical Moderated Mediation Approach.- 22. A Partial Least Squares Algorithm Handling Ordinal Variables.