The multiple facets of partial least squares and related methods : PLS, Paris, France, 2014 /: PLS, Paris, France, 2014. (2016)

• Record Type: Book
• Further Information: Note: Hervé Abdi, Vincenzo Esposito Vinzi, Giorgio Russolillo, Gilbert Saporta, Laura Trinchera, editors.
• Editors: Abdi, Hervé; Esposito Vinzi, Vincenzo, 1970-; Russolillo, Giorgio; Saporta, G (Gilbert); Trinchera, Laura
• Contents: 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. .
• Publisher Details: Switzerland : Springer
• Publication Date: 2016
• Extent: 1 online resource
• Subjects: 511/.42; Statistics; Least squares -- Congresses; MATHEMATICS / General; Least squares; Mathematics -- Applied; Mathematics -- Probability & Statistics -- General; Mathematical modelling; Probability & statistics; Mathematical statistics; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783319406435; 3319406434
• Related ISBNs: 9783319406411; 3319406418
• Notes: Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.