메뉴 건너뛰기




Volumn 56, Issue , 2013, Pages 171-183

The Stability of Behavioral PLS Results in Ill-Posed Neuroimaging Problems

Author keywords

Behavioral PLS; Bootstrap; fMRI; PCA; Prediction; Reproducibility; Split half resampling

Indexed keywords

BEHAVIORAL PLS; BOOTSTRAP; FMRI; PCA; REPRODUCIBILITIES; RESAMPLING;

EID: 84886004271     PISSN: 21941009     EISSN: 21941017     Source Type: Conference Proceeding    
DOI: 10.1007/978-1-4614-8283-3_11     Document Type: Article
Times cited : (12)

References (22)
  • 1
    • 0347285473 scopus 로고    scopus 로고
    • The relevance of behavioral measures for functional-imaging studies of cognition
    • D. Wilkinson, and P. Halligan, "The relevance of behavioral measures for functional-imaging studies of cognition, " Nature Review Neuroscience 5, pp. 67-73, 2004.
    • (2004) Nature Review Neuroscience , vol.5 , pp. 67-73
    • Wilkinson, D.1    Halligan, P.2
  • 2
    • 0033182750 scopus 로고    scopus 로고
    • Mapping cognition to the brain through neural interactions
    • A. R. McIntosh, "Mapping cognition to the brain through neural interactions, " Memory 7, pp. 523-548, 1999.
    • (1999) Memory , vol.7 , pp. 523-548
    • McIntosh, A.R.1
  • 3
    • 79955023796 scopus 로고    scopus 로고
    • Partial Least Squares (PLS) methods for neuroimaging: A tutorial and review
    • 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.
    • (2011) Neuroimage , vol.56 , pp. 455-475
    • Krishnan, A.1    Williams, L.J.2    McIntosh, A.R.3    Abdi, H.4
  • 4
  • 5
    • 35748950120 scopus 로고    scopus 로고
    • Theoretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data
    • A. J. O'Toole, F. Jiang, H. Abdi, N. Pénard, J. P. Dunlop, and M. A. Parent, "Theoretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data, " Journal of Cognitive Neuroscience 19, pp. 1735-1752, 2007.
    • (2007) Journal of Cognitive Neuroscience , vol.19 , pp. 1735-1752
    • O'Toole, A.J.1    Jiang, F.2    Abdi, H.3    Pénard, N.4    Dunlop, J.P.5    Parent, M.A.6
  • 7
    • 7044228130 scopus 로고    scopus 로고
    • Optimizing the f MRI data-processing pipeline using prediction and reproducibility performance metrics: I. A preliminary group analysis
    • S. C. Strother, S. LaConte, L. K. Hansen, J. Anderson, J. Zhang, S. Pulapura, and D. Rottenberg, "Optimizing the f MRI data-processing pipeline using prediction and reproducibility performance metrics: I. A preliminary group analysis, " Neuroimage 23 Suppl 1, pp. S196-S207, 2004.
    • (2004) Neuroimage , vol.23 , Issue.SUPPL. 1
    • Strother, S.C.1    LaConte, S.2    Hansen, L.K.3    Anderson, J.4    Zhang, J.5    Pulapura, S.6    Rottenberg, D.7
  • 9
    • 60149110530 scopus 로고    scopus 로고
    • How to compute reliability estimates and display confidence and tolerance intervals for pattern classifiers using the Bootstrap and 3-way multidimensional scaling (DISTATIS)
    • H. Abdi, J. P. Dunlop, and L. J. Williams, "How to compute reliability estimates and display confidence and tolerance intervals for pattern classifiers using the Bootstrap and 3-way multidimensional scaling (DISTATIS), " Neuroimage 45, pp. 89-95, 2009.
    • (2009) Neuroimage , vol.45 , pp. 89-95
    • Abdi, H.1    Dunlop, J.P.2    Williams, L.J.3
  • 11
    • 0035324510 scopus 로고    scopus 로고
    • Penalized discriminant analysis of [15O]-water PET brain images with prediction error selection of smoothness and regularization hyperparameters
    • R. Kustra, and S. C. Strother, "Penalized discriminant analysis of [15O]-water PET brain images with prediction error selection of smoothness and regularization hyperparameters, " IEEE Transactions in Medical Imaging 20, pp. 376-387, 2001.
    • (2001) IEEE Transactions in Medical Imaging , vol.20 , pp. 376-387
    • Kustra, R.1    Strother, S.C.2
  • 14
    • 76349111180 scopus 로고    scopus 로고
    • Partial least squares regression and projection on latent structure regression (PLS Regression)
    • H. Abdi, "Partial least squares regression and projection on latent structure regression (PLS Regression), " WIREs Computational Statistics 2, pp. 97-106, 2010.
    • (2010) WIREs Computational Statistics , vol.2 , pp. 97-106
    • Abdi, H.1
  • 15
    • 0018991099 scopus 로고
    • A standardized set of 260 pictures: Norms for name agreement, image agreement, familiarity, and visual complexity
    • J. G. Snodgrass, and M. Vanderwart, "A standardized set of 260 pictures: norms for name agreement, image agreement, familiarity, and visual complexity, " Journal of Experimental Psychology: Human Learning 6, pp. 174-215, 1980.
    • (1980) Journal of Experimental Psychology: Human Learning , vol.6 , pp. 174-215
    • Snodgrass, J.G.1    Vanderwart, M.2
  • 17
  • 18
    • 84856746200 scopus 로고    scopus 로고
    • Optimizing preprocessing and analysis pipelines for single-subject f MRI: I. Standard temporal motion and physiological noise correction methods
    • N.W. Churchill, A. Oder, H. Abdi, F. Tam, W. Lee, C. Thomas, J. E. Ween, S. J. Graham, and S. C. Strother, "Optimizing preprocessing and analysis pipelines for single-subject f MRI: I. Standard temporal motion and physiological noise correction methods, " Human Brain Mapping 33, pp. 609-627, 2012.
    • (2012) Human Brain Mapping , vol.33 , pp. 609-627
    • Churchill, N.W.1    Oder, A.2    Abdi, H.3    Tam, F.4    Lee, W.5    Thomas, C.6    Ween, J.E.7    Graham, S.J.8    Strother, S.C.9
  • 19
    • 84857569633 scopus 로고    scopus 로고
    • Optimizing preprocessing and analysis pipelines for single-subject fMRI: 2. Interactions with ICA, PCA, task contrast and inter-subject heterogeneity
    • N.W. Churchill, G. Yourganov, A. Oder, F. Tam, S. J. Graham, and S. C. Strother, "Optimizing preprocessing and analysis pipelines for single-subject fMRI: 2. Interactions with ICA, PCA, task contrast and inter-subject heterogeneity, " PLoS One 7, (e31147), 2012.
    • (2012) PLoS One , vol.7
    • Churchill, N.W.1    Yourganov, G.2    Oder, A.3    Tam, F.4    Graham, S.J.5    Strother, S.C.6
  • 20
    • 34948874711 scopus 로고    scopus 로고
    • Singular value decomposition (SVD) and generalized singular value decomposition (GSVD)
    • in, N. Salkind, ed., Sage, Thousand Oaks
    • H. Abdi, "Singular value decomposition (SVD) and generalized singular value decomposition (GSVD), " in Encyclopedia of Measurement and Statistics, N. Salkind, ed., pp. 907-912, Sage, Thousand Oaks, 2007.
    • (2007) Encyclopedia of Measurement and Statistics , pp. 907-912
    • Abdi, H.1
  • 21
    • 0001813556 scopus 로고    scopus 로고
    • Regression diagnostics: An expository treatment of outliers and influential cases
    • in J. Fox, and J.S. Long, (eds.), Sage, Newbury Park
    • K. A. Bollen, and R. W. Jackman, "Regression diagnostics: An expository treatment of outliers and influential cases, " in J. Fox, and J.S. Long, (eds.), Modern Methods of Data Analysis, pp. 257-291. Sage, Newbury Park, 2012.
    • (2012) Modern Methods of Data Analysis , pp. 257-291
    • Bollen, K.A.1    Jackman, R.W.2
  • 22
    • 84857059478 scopus 로고    scopus 로고
    • Pattern reproducibility, interpretability, and sparsity in classification models in neuroimaging
    • P. M. Rasmussen, L. K. Hansen, K. H. Madsen, N. W. Churchill, and S. C. Strother, "Pattern reproducibility, interpretability, and sparsity in classification models in neuroimaging, " Pattern Recognition 45, pp. 2085-2100, 2012.
    • (2012) Pattern Recognition , vol.45 , pp. 2085-2100
    • Rasmussen, P.M.1    Hansen, L.K.2    Madsen, K.H.3    Churchill, N.W.4    Strother, S.C.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.