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Volumn 53, Issue 1, 2010, Pages 103-118

Comparison of multivariate classifiers and response normalizations for pattern-information fMRI

Author keywords

Classification analysis; Decoding; FMRI; Multi voxel pattern analysis; Normalization; Pattern information analysis

Indexed keywords

ACCURACY; ARTICLE; COMPARATIVE STUDY; CONTROLLED STUDY; CORRELATION ANALYSIS; DISCRIMINANT ANALYSIS; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; KERNEL METHOD; NORMAL HUMAN; PRIORITY JOURNAL; RADIAL BASED FUNCTION; STIMULUS RESPONSE; SUPPORT VECTOR MACHINE; TASK PERFORMANCE; TEMPORAL CORTEX; VALIDATION PROCESS; VISUAL CORTEX;

EID: 77955307443     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2010.05.051     Document Type: Article
Times cited : (378)

References (44)
  • 2
    • 55649095500 scopus 로고    scopus 로고
    • An evolutionary approach to multivariate feature selection for fMRI pattern analysis
    • Björnsdotter Åberg M., Löken L., Wessberg J. An evolutionary approach to multivariate feature selection for fMRI pattern analysis. Biosignals 2008, 2:302-307.
    • (2008) Biosignals , vol.2 , pp. 302-307
    • Björnsdotter Åberg, M.1    Löken, L.2    Wessberg, J.3
  • 3
    • 0029999731 scopus 로고    scopus 로고
    • Linear systems analysis of functional magnetic resonance imaging in human V1
    • Boynton G.M., Engel S.A., Glover G.H., Heeger D.J. Linear systems analysis of functional magnetic resonance imaging in human V1. J. Neurosci. 1996, 16:4207-4221.
    • (1996) J. Neurosci. , vol.16 , pp. 4207-4221
    • Boynton, G.M.1    Engel, S.A.2    Glover, G.H.3    Heeger, D.J.4
  • 4
    • 77955307657 scopus 로고    scopus 로고
    • LIBSVM: a library for support vector machines, Software available at .
    • Chang, C.-C., Lin, C.-J., 2001. LIBSVM: a library for support vector machines, Software available at http://www.csie.ntu.edu.tw/cjlin/libsvm.
    • (2001)
    • Chang, C.-C.1    Lin, C.-J.2
  • 5
    • 0041737619 scopus 로고    scopus 로고
    • Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex
    • Cox D.D., Savoy R.L. Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex. NeuroImage 2003, 19:261-270.
    • (2003) NeuroImage , vol.19 , pp. 261-270
    • Cox, D.D.1    Savoy, R.L.2
  • 7
    • 52049116700 scopus 로고    scopus 로고
    • Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns
    • De Martino F., Valente G., Staeren N., Ashburner J., Goebel R., Formisano E. Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns. NeuroImage 2008, 43(1):44-58.
    • (2008) NeuroImage , vol.43 , Issue.1 , pp. 44-58
    • De Martino, F.1    Valente, G.2    Staeren, N.3    Ashburner, J.4    Goebel, R.5    Formisano, E.6
  • 8
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demšar J. Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 2006, 7:1-30.
    • (2006) J. Mach. Learn. Res. , vol.7 , pp. 1-30
    • Demšar, J.1
  • 9
    • 0000259511 scopus 로고    scopus 로고
    • Approximate statistical tests for comparing supervised classification learning algorithms
    • Dietterich T.G. Approximate statistical tests for comparing supervised classification learning algorithms. Neural Comput. 1998, 10:1895-1923.
    • (1998) Neural Comput. , vol.10 , pp. 1895-1923
    • Dietterich, T.G.1
  • 11
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I., Elisseeff A. An introduction to variable and feature selection. J. Mach. Learn. Res. 2003, 3:1157-1182.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 12
    • 4344638967 scopus 로고    scopus 로고
    • Combinatorial codes in ventral temporal lobe for object recognition: Haxby (2001) revisited: is there a "face" area?
    • Hanson S.J., Matsuka T., Haxby J.V. Combinatorial codes in ventral temporal lobe for object recognition: Haxby (2001) revisited: is there a "face" area?. NeuroImage 2004, 23:156-166.
    • (2004) NeuroImage , vol.23 , pp. 156-166
    • Hanson, S.J.1    Matsuka, T.2    Haxby, J.V.3
  • 14
    • 0035964792 scopus 로고    scopus 로고
    • Distributed and overlapping representations of faces and objects in ventral temporal cortex
    • Haxby J.V., Gobbini M.I., Furey M.L., Ishai A., Schouten J.L., Pietrini P. Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 2001, 293:2425-2430.
    • (2001) Science , vol.293 , pp. 2425-2430
    • Haxby, J.V.1    Gobbini, M.I.2    Furey, M.L.3    Ishai, A.4    Schouten, J.L.5    Pietrini, P.6
  • 15
    • 17844361888 scopus 로고    scopus 로고
    • Predicting the orientation of invisible stimuli from activity in human primary visual cortex
    • Haynes J.-D., Rees G. Predicting the orientation of invisible stimuli from activity in human primary visual cortex. Nat. Neurosci. 2005, 8:686-691.
    • (2005) Nat. Neurosci. , vol.8 , pp. 686-691
    • Haynes, J.-D.1    Rees, G.2
  • 16
    • 33745587777 scopus 로고    scopus 로고
    • Decoding mental states from brain activity in humans
    • Haynes J.-D., Rees G. Decoding mental states from brain activity in humans. Nat. Rev. Neurosci. 2006, 7:523-534.
    • (2006) Nat. Rev. Neurosci. , vol.7 , pp. 523-534
    • Haynes, J.-D.1    Rees, G.2
  • 17
    • 17844380475 scopus 로고    scopus 로고
    • Decoding the visual and subjective contents of the human brain
    • Kamitani Y., Tong F. Decoding the visual and subjective contents of the human brain. Nat. Neurosci. 2005, 8:679-685.
    • (2005) Nat. Neurosci. , vol.8 , pp. 679-685
    • Kamitani, Y.1    Tong, F.2
  • 18
    • 41149148634 scopus 로고    scopus 로고
    • Identifying natural images from human brain activity
    • Kay K.N., Naselaris T., Prenger R.J., Gallant J.L. Identifying natural images from human brain activity. Nature 2008, 452(7185):352-355.
    • (2008) Nature , vol.452 , Issue.7185 , pp. 352-355
    • Kay, K.N.1    Naselaris, T.2    Prenger, R.J.3    Gallant, J.L.4
  • 19
    • 77955303848 scopus 로고    scopus 로고
    • Functional magnetic resonance imaging of the human object-vision system. PhD Thesis. Universiteit Maastricht.
    • Kriegeskorte, N., 2004. Functional magnetic resonance imaging of the human object-vision system. PhD Thesis. Universiteit Maastricht.
    • (2004)
    • Kriegeskorte, N.1
  • 20
    • 35448999574 scopus 로고    scopus 로고
    • Analyzing for information, not activation, to exploit high-resolution fMRI
    • Kriegeskorte N., Bandettini P. Analyzing for information, not activation, to exploit high-resolution fMRI. NeuroImage 2007, 38:649-662.
    • (2007) NeuroImage , vol.38 , pp. 649-662
    • Kriegeskorte, N.1    Bandettini, P.2
  • 22
    • 38049187766 scopus 로고    scopus 로고
    • Individual faces elicit distinct response patterns in human anterior temporal cortex
    • Kriegeskorte N., Formisano E., Sorger B., Goebel R. Individual faces elicit distinct response patterns in human anterior temporal cortex. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:20600-20605.
    • (2007) Proc. Natl. Acad. Sci. U. S. A. , vol.104 , pp. 20600-20605
    • Kriegeskorte, N.1    Formisano, E.2    Sorger, B.3    Goebel, R.4
  • 24
    • 57549102118 scopus 로고    scopus 로고
    • Artifactual time course correlations in echo-planar fMRI with implications for studies of brain function
    • Kriegeskorte N., Bodurka P., Bandettini P.A. Artifactual time course correlations in echo-planar fMRI with implications for studies of brain function. Int. J. Imaging Syst. Technol. 2008, 18(5-6):345-349.
    • (2008) Int. J. Imaging Syst. Technol. , vol.18 , Issue.5-6 , pp. 345-349
    • Kriegeskorte, N.1    Bodurka, P.2    Bandettini, P.A.3
  • 25
    • 57649175760 scopus 로고    scopus 로고
    • Representational similarity analysis-connecting the branches of systems neuroscience
    • Kriegeskorte N., Mur M., Bandettini P.A. Representational similarity analysis-connecting the branches of systems neuroscience. Front. Syst. Neurosci. 2008, 2(4):1-28.
    • (2008) Front. Syst. Neurosci. , vol.2 , Issue.4 , pp. 1-28
    • Kriegeskorte, N.1    Mur, M.2    Bandettini, P.A.3
  • 26
    • 67649135107 scopus 로고    scopus 로고
    • Circular analysis in systems neuroscience: the dangers of double dipping
    • Kriegeskorte N., Simmons W.K., Bellgowan P.S., Baker C.I. Circular analysis in systems neuroscience: the dangers of double dipping. Nat. Neurosci. 2009, 12(5):535-540.
    • (2009) Nat. Neurosci. , vol.12 , Issue.5 , pp. 535-540
    • Kriegeskorte, N.1    Simmons, W.K.2    Bellgowan, P.S.3    Baker, C.I.4
  • 29
    • 48549099795 scopus 로고    scopus 로고
    • Comparison of pattern recognition methods in classifying high-resolution BOLD signals obtained at high magnetic field in monkeys
    • Ku S.-P., Gretton A., Macke J., Logothetis N.K. Comparison of pattern recognition methods in classifying high-resolution BOLD signals obtained at high magnetic field in monkeys. Magn. Reson. Imaging 2008, 26:1007-1014.
    • (2008) Magn. Reson. Imaging , vol.26 , pp. 1007-1014
    • Ku, S.-P.1    Gretton, A.2    Macke, J.3    Logothetis, N.K.4
  • 30
    • 19344370474 scopus 로고    scopus 로고
    • Support vector machines for temporal classification of block design fMRI data
    • LaConte S., Strother S., Cherkassky V., Anderson J., Hu X. Support vector machines for temporal classification of block design fMRI data. NeuroImage 2005, 26:317-329.
    • (2005) NeuroImage , vol.26 , pp. 317-329
    • LaConte, S.1    Strother, S.2    Cherkassky, V.3    Anderson, J.4    Hu, X.5
  • 31
    • 0041841552 scopus 로고    scopus 로고
    • Improved estimation of the covariance matrix of stock returns with an application to portfolio selection
    • Ledoit O., Wolf M. Improved estimation of the covariance matrix of stock returns with an application to portfolio selection. J. Empirical Finance 2003, 10:603-621.
    • (2003) J. Empirical Finance , vol.10 , pp. 603-621
    • Ledoit, O.1    Wolf, M.2
  • 32
    • 33744936017 scopus 로고    scopus 로고
    • FMRI pattern classification using neuroanatomically constrained boosting
    • Martínez-Ramón M., Koltchinskii V., Heileman G.L., Posse S. fMRI pattern classification using neuroanatomically constrained boosting. NeuroImage 2006, 31:1129-1141.
    • (2006) NeuroImage , vol.31 , pp. 1129-1141
    • Martínez-Ramón, M.1    Koltchinskii, V.2    Heileman, G.L.3    Posse, S.4
  • 36
    • 28244492778 scopus 로고    scopus 로고
    • Classifying brain states and determining the discriminating activation patterns: support vector machine on functional MRI data
    • Mourao-Miranda J., Bokde A.L.W., Born C., Hampel H., Stetter M. Classifying brain states and determining the discriminating activation patterns: support vector machine on functional MRI data. NeuroImage 2005, 28:980-995.
    • (2005) NeuroImage , vol.28 , pp. 980-995
    • Mourao-Miranda, J.1    Bokde, A.L.W.2    Born, C.3    Hampel, H.4    Stetter, M.5
  • 37
    • 63349109274 scopus 로고    scopus 로고
    • Revealing representational content with pattern-information fMRI-an introductory guide
    • Mur M., Bandettini P., Kriegeskorte N. Revealing representational content with pattern-information fMRI-an introductory guide. Soc. Cogn. Affect. Neurosci. 2009, 4(1):101-109.
    • (2009) Soc. Cogn. Affect. Neurosci. , vol.4 , Issue.1 , pp. 101-109
    • Mur, M.1    Bandettini, P.2    Kriegeskorte, N.3
  • 38
    • 0042847140 scopus 로고    scopus 로고
    • Inference for the generalization error
    • Nadeau C., Bengio Y. Inference for the generalization error. Mach. Learn. 2003, 52:239-281.
    • (2003) Mach. Learn. , vol.52 , pp. 239-281
    • Nadeau, C.1    Bengio, Y.2
  • 39
    • 33748178966 scopus 로고    scopus 로고
    • Beyond mind-reading: multi-voxel pattern analysis of fMRI data
    • Norman K.A., Polyn S.M., Detre G.J., Haxby J.V. Beyond mind-reading: multi-voxel pattern analysis of fMRI data. Trends Cogn. Sci. 2006, 10:424-430.
    • (2006) Trends Cogn. Sci. , vol.10 , pp. 424-430
    • Norman, K.A.1    Polyn, S.M.2    Detre, G.J.3    Haxby, J.V.4
  • 40
    • 65549168742 scopus 로고    scopus 로고
    • Machine learning classifiers and fMRI: a tutorial overview
    • Pereira F., Mitchell T., Botvinick M. Machine learning classifiers and fMRI: a tutorial overview. NeuroImage 2009, 45:S199-S209.
    • (2009) NeuroImage , vol.45
    • Pereira, F.1    Mitchell, T.2    Botvinick, M.3
  • 41
    • 60549113334 scopus 로고    scopus 로고
    • Extracting information from neuronal populations: information theory and decoding approaches
    • Quian Quiroga R., Panzeri S. Extracting information from neuronal populations: information theory and decoding approaches. Nat. Rev. Neurosci. 2009, 10:173-185.
    • (2009) Nat. Rev. Neurosci. , vol.10 , pp. 173-185
    • Quian Quiroga, R.1    Panzeri, S.2
  • 42
    • 27844521293 scopus 로고    scopus 로고
    • A shrinkage approach to large-scale covariance matrix estimation and implications for functional genomics
    • Schafer J., Strimmer K. A shrinkage approach to large-scale covariance matrix estimation and implications for functional genomics. Stat. Appl. Genet. Mol. Biol. 2005, 4.
    • (2005) Stat. Appl. Genet. Mol. Biol. , vol.4
    • Schafer, J.1    Strimmer, K.2
  • 43
    • 39449092723 scopus 로고    scopus 로고
    • Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
    • The MIT Press
    • Schölkopf B., Smola A. Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond. Adaptive Computation and Machine Learning 2001, The MIT Press.
    • (2001) Adaptive Computation and Machine Learning
    • Schölkopf, B.1    Smola, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.