Abdi, Herve

New Perspectives in Partial Least Squares and Related Methods

Abdi, Herve - New Perspectives in Partial Least Squares and Related Methods, ebook


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Table of contents

Part I. Keynotes

1. PLS-Based Multivariate Metamodeling of Dynamic Systems
Harald Martens, Kristin Tøndel, Valeriya Tafintseva, Achim Kohler, Erik Plahte, Jon Olav Vik, Arne B. Gjuvsland, Stig W. Omholt

2. You Write, but Others Read: Common Methodological Misunderstandings in PLS and Related Methods
George A. Marcoulides, Wynne W. Chin

3. Correlated Component Regression: Re-thinking Regression in the Presence of Near Collinearity
Jay Magidson

Part II. Large Datasets and Genomics

4. Integrating Partial Least Squares Correlation and Correspondence Analysis for Nominal Data
Derek Beaton, Francesca Filbey, Hervé Abdi

5. Clustered Variable Selection by Regularized Elimination in PLS
Tahir Mehmood, Lars Snipen

6. PLS Regression and Hybrid Methods in Genomics Association Studies
Antonio Ciampi, Lin Yang, Aurélie Labbe, Chantal Mérette

7. Globally Sparse PLS Regression
Tzu-Yu Liu, Laura Trinchera, Arthur Tenenhaus, Dennis Wei, Alfred O. Hero

Part III. Brain Imaging

8. Distance-Based Partial Least Squares Analysis
Anjali Krishnan, Nikolaus Kriegeskorte, Hervé Abdi

9. Dimension Reduction and Regularization Combined with Partial Least Squares in High Dimensional Imaging Genetics Studies
Edith Floch, Laura Trinchera, Vincent Guillemot, Arthur Tenenhaus, Jean-Baptiste Poline, Vincent Frouin, Edouard Duchesnay

10. Revisiting PLS Resampling: Comparing Significance Versus Reliability Across Range of Simulations
Natasa Kovacevic, Hervé Abdi, Derek Beaton, Anthony R. McIntosh

11. The Stability of Behavioral PLS Results in Ill-Posed Neuroimaging Problems
Nathan Churchill, Robyn Spring, Hervé Abdi, Natasa Kovacevic, Anthony R. McIntosh, Stephen Strother

Part IV. Multiblock Data Modeling

12. Two-Step PLS Path Modeling Mode B: Nonlinear and Interaction Effects Between Formative Constructs
Alba Martínez-Ruiz, Tomas Aluja-Banet

13. A Comparison of PLS and ML Bootstrapping Techniques in SEM: A Monte Carlo Study
Pratyush N. Sharma, Kevin H. Kim

14. Multiblock and Path Modeling with OnPLS
Tommy Löfstedt, Mohamed Hanafi, Johan Trygg

15. Testing the Differential Impact of Structural Paths in PLS Analysis: A Bootstrapping Approach
Wynne W. Chin, Yong Jin Kim, Gunhee Lee

16. Controlling for Common Method Variance in PLS Analysis: The Measured Latent Marker Variable Approach
Wynne W. Chin, Jason B. Thatcher, Ryan T. Wright, Doug Steel

Part V. Comparing Groups and Uncovering Segments

17. Multi-group PLS Regression: Application to Epidemiology
Aida Eslami, El Mostafa Qannari, Achim Kohler, Stéphanie Bougeard

18. Employees’ Response to Corporate Social Responsibility: An Application of a Non Linear Mixture REBUS Approach
Omer Farooq, Dwight Merunka, Pierre Valette-Florence

19. Extending the PATHMOX Approach to Detect Which Constructs Differentiate Segments
Tomas Aluja-Banet, Giuseppe Lamberti, Gastón Sánchez

Part VI. Management, Operations and Information Systems

20. Integrating Organizational Capabilities to Increase Customer Value: A Triple Interaction Effect
Gabriel Cepeda, Silvia Martelo, Carmen Barroso, Jaime Ortega

21. Satisfaction with ERP Systems in Supply Chain Operations
Michael J. Murray, Wynne W. Chin, Elizabeth Anderson-Fletcher

22. An Investigation of the Impact Publicly Available Accounting Data, Other Publicly Available Information and Management Guidance on Analysts’ Forecasts
Michael R. Newman, George O. Gamble, Wynne W. Chin, Michael J. Murray

Keywords: Statistics, Statistical Theory and Methods, Statistics, general

Publication year
Springer Proceedings in Mathematics & Statistics
Page amount
23 pages
Natural Sciences

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