The Multiple Facets of Partial Least Squares and Related Methods

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The Multiple Facets of Partial Least Squares and Related Methods PLS, Paris, France, 2014 / edited by Hervé Abdi, Vincenzo Esposito Vinzi, Giorgio Russolillo, Gilbert Saporta, Laura Trinchera. -
XIV, 316 p. 68 illus., 39 illus. in color. online resource. - (Springer Proceedings in Mathematics & Statistics, 173) Content notes : 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. . 9783319406435 * Mathematical statistics. Statistics. Statistical Theory and Methods. Mathematical Models of Cognitive Processes and Neural Networks. Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. * Abdi, Hervé., edt, http://id.loc.gov/vocabulary/relators/edtEsposito Vinzi, Vincenzo., edt, http://id.loc.gov/vocabulary/relators/edtRussolillo, Giorgio., edt, http://id.loc.gov/vocabulary/relators/edtSaporta, Gilbert., edt, http://id.loc.gov/vocabulary/relators/edtTrinchera, Laura., edt, http://id.loc.gov/vocabulary/relators/edt * Title * Series