Revisiting PLS Resampling: Comparing Significance Versus Reliability Across Range of Simulations

Springer Proceedings in Mathematics and Statistics

Volumn 56, Issue , 2013, Pages 159-170

  Kovacevic, Natasa ^a   Abdi, Hervé ^b   Beaton, Derek ^b   McIntosh, Anthony R ^a  

^a ROTMAN RESEARCH INSTITUTE   (Canada)

^b UNIVERSITY OF TEXAS AT DALLAS   (United States)

Author keywords

PLS; Reliability; Significance; Simulations; SVD

Indexed keywords

COVARIANCE STRUCTURES; MULTIVARIATE METHODS; PLS; RELIABILITY TESTING; SIGNIFICANCE; SIGNIFICANCE TESTING; SIMULATION FRAMEWORK; SIMULATIONS;

ABILITY TESTING; LEAST SQUARES APPROXIMATIONS; SINGULAR VALUE DECOMPOSITION;

RELIABILITY;

EID: 84886048878     PISSN: 21941009     EISSN: 21941017     Source Type: Conference Proceeding    
DOI: 10.1007/978-1-4614-8283-3_10     Document Type: Article

References (6)

1. A. Krishnan, L. J. Williams, A. R. McIntosh, and H. Abdi, "Partial Least Squares (PLS) methods for neuroimaging: A tutorial and review, "NeuroImage 56, pp. 455-475, 2011.
2. A. R. McIntosh and N. Lobaugh, "Partial least squares analysis of neuroimaging data: Applications and advances, "NeuroImage 23, pp. 250-263, 2004.
3. H. Abdi, "Partial least squares regression and projection on latent structure regression (PLS Regression), " WIREs Computational Statistics 2, pp. 97-106, 2010.
4. R. Wilcox, "Introduction to Robust Estimation and Hypothesis Testing, " Academic Press, New York, 2012.
5. S. C. Strother, J. Anderson, L. K. Hansen, U. Kjems, R. Kustra, J. Sidtis, S. Frutiger, S. Muley, S. LaConte, and D. Rottenberg, "The quantitative evaluation of functional neuroimaging experiments: The NPAIRS data analysis framework, "NeuroImage 15, pp. 747-771, 2002.
6. S. Purcell, B. Neale, K. Todd-Brown, L. Thomas, MAR Ferreira, D. Bender, J. Maller, P. Sklar, PIW de Bakker, M. J. Daly, and P. C. Sham, "PLINK: a toolset for wholegenome association and population-based linkage analysis, " American Journal of Human Genetics 81, 559-575.