메뉴 건너뛰기




Volumn 7, Issue 4, 2012, Pages

Decoding semi-constrained brain activity from fMRI using support vector machines and Gaussian Processes

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ADULT; ARTICLE; BRAIN FUNCTION; CLASSIFICATION; CONTROLLED STUDY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; IMAGE PROCESSING; IMAGERY; KERNEL METHOD; MALE; MENTAL FUNCTION; MENTAL TASK; NORMAL HUMAN; STIMULUS RESPONSE; SUPPORT VECTOR MACHINE; TASK PERFORMANCE; VISUAL STIMULATION; VOLUNTEER; BRAIN; COGNITION; COMPUTER ASSISTED DIAGNOSIS; COMPUTER PROGRAM; NORMAL DISTRIBUTION; NUCLEAR MAGNETIC RESONANCE IMAGING; SCINTISCANNING;

EID: 84860357320     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0035860     Document Type: Article
Times cited : (27)

References (33)
  • 2
    • 33745587777 scopus 로고    scopus 로고
    • Decoding mental states from brain activity in humans
    • Haynes JD, Rees G, (2006) Decoding mental states from brain activity in humans. Nat Rev Neurosci 7: 523-534.
    • (2006) Nat Rev Neurosci , vol.7 , pp. 523-534
    • Haynes, J.D.1    Rees, G.2
  • 3
    • 33748178966 scopus 로고    scopus 로고
    • Beyond mind-reading: multi-voxel pattern analysis of fMRI data
    • Norman K, Polyn S, Detre G, Haxby J, (2008) Beyond mind-reading: multi-voxel pattern analysis of fMRI data. TRENDS Cogn Sci 10: 424-430.
    • (2008) TRENDS Cogn Sci , vol.10 , pp. 424-430
    • Norman, K.1    Polyn, S.2    Detre, G.3    Haxby, J.4
  • 4
    • 27144489164 scopus 로고    scopus 로고
    • A Tutorial on Support Vector Machines for Pattern Recognition
    • Burges C, (1998) A Tutorial on Support Vector Machines for Pattern Recognition. Data Min and Knowl Disc 2: 121-167.
    • (1998) Data Min and Knowl Disc , vol.2 , pp. 121-167
    • Burges, C.1
  • 7
    • 0037068827 scopus 로고    scopus 로고
    • How distributed is visual category information in human occipito-temporal cortex? An fMRI study
    • Spiridon M, Kanwisher N, (2002) How distributed is visual category information in human occipito-temporal cortex? An fMRI study. Neuron 35: 1157-1165.
    • (2002) Neuron , vol.35 , pp. 1157-1165
    • Spiridon, M.1    Kanwisher, N.2
  • 8
    • 17844361888 scopus 로고    scopus 로고
    • Predicting the orientation of invisible stimuli from activity in human primary visual cortex
    • Haynes JD, Rees G, (2005) Predicting the orientation of invisible stimuli from activity in human primary visual cortex. Nat Neurosci 8: 686-691.
    • (2005) Nat Neurosci , vol.8 , pp. 686-691
    • Haynes, J.D.1    Rees, G.2
  • 9
    • 17844380475 scopus 로고    scopus 로고
    • Decoding the visual and subjective contents of the human brain
    • Kamitani Y, Tong F, (2005) Decoding the visual and subjective contents of the human brain. Nat Neurosci 8: 679-685.
    • (2005) Nat Neurosci , vol.8 , pp. 679-685
    • Kamitani, Y.1    Tong, F.2
  • 10
    • 38949165373 scopus 로고    scopus 로고
    • Using fMRI brain activation to identify cognitive states associated with perception of tools and dwellings
    • Shinkareva S, Mason R, Malave V, Wang W, Mitchell T, et al. (2008) Using fMRI brain activation to identify cognitive states associated with perception of tools and dwellings. PLoS One 3, 3: e1394.
    • (2008) PLoS One 3 , vol.3
    • Shinkareva, S.1    Mason, R.2    Malave, V.3    Wang, W.4    Mitchell, T.5
  • 11
    • 29344464279 scopus 로고    scopus 로고
    • Category-specific cortical activity precedes retrieval during memory search
    • Polyn S, Natu V, Cohen J, Norman K, (2005) Category-specific cortical activity precedes retrieval during memory search. Science 310: 1963-1966.
    • (2005) Science , vol.310 , pp. 1963-1966
    • Polyn, S.1    Natu, V.2    Cohen, J.3    Norman, K.4
  • 12
    • 77949480559 scopus 로고    scopus 로고
    • Decoding individual episodic memory traces in the human hippocampus
    • Chadwick M, Hassabis D, Weiskopf N, Maguire E, (2010) Decoding individual episodic memory traces in the human hippocampus. Curr Biol 20: 1-4.
    • (2010) Curr Biol , vol.20 , pp. 1-4
    • Chadwick, M.1    Hassabis, D.2    Weiskopf, N.3    Maguire, E.4
  • 15
    • 71849092693 scopus 로고    scopus 로고
    • Quantitative prediction of subjective pain intensity from whole-brain fMRI data using Gaussian processes
    • Marquand A, Howard M, Brammer M, Chu C, Coen S, et al. (2010) Quantitative prediction of subjective pain intensity from whole-brain fMRI data using Gaussian processes. NeuroImage 49: 2178-2189.
    • (2010) NeuroImage , vol.49 , pp. 2178-2189
    • Marquand, A.1    Howard, M.2    Brammer, M.3    Chu, C.4    Coen, S.5
  • 16
    • 30344483921 scopus 로고    scopus 로고
    • On learning algorithm selection for classification
    • Ali S, Smith KA, (2006) On learning algorithm selection for classification. Applied Soft Computing 6: 119-138.
    • (2006) Applied Soft Computing , vol.6 , pp. 119-138
    • Ali, S.1    Smith, K.A.2
  • 17
    • 0024245652 scopus 로고
    • An inventory for measuring clinical anxiety: Psychometric properties
    • Beck A, Epstein N, Brown G, Steer R, (1988) An inventory for measuring clinical anxiety: Psychometric properties. J Consult Clin Psychol 56: 893-897.
    • (1988) J Consult Clin Psychol , vol.56 , pp. 893-897
    • Beck, A.1    Epstein, N.2    Brown, G.3    Steer, R.4
  • 18
    • 0031112281 scopus 로고    scopus 로고
    • Further evidence for the construct validity of the Beck depression Inventory-II with psychiatric outpatients
    • Steer R, Ball R, Ranieri W, Beck A, (1997) Further evidence for the construct validity of the Beck depression Inventory-II with psychiatric outpatients. Psychol Rep 80: 443-446.
    • (1997) Psychol Rep , vol.80 , pp. 443-446
    • Steer, R.1    Ball, R.2    Ranieri, W.3    Beck, A.4
  • 19
    • 0024389366 scopus 로고
    • The Pittsburgh Sleep Quality Index: A new instrument for psychiatric practice and research
    • Buysse D, Reynolds C, Monk T, Berman D, Kupfer S, (1989) The Pittsburgh Sleep Quality Index: A new instrument for psychiatric practice and research. Psychiatry Res 28: 193-213.
    • (1989) Psychiatry Res , vol.28 , pp. 193-213
    • Buysse, D.1    Reynolds, C.2    Monk, T.3    Berman, D.4    Kupfer, S.5
  • 20
    • 0017028456 scopus 로고
    • A self-assessment questionnaire to determine morningness-eveningness in human circadian rhythms
    • Horne J, Ostberg O, (1976) A self-assessment questionnaire to determine morningness-eveningness in human circadian rhythms. Int J Chronobiol 4: 97-110.
    • (1976) Int J Chronobiol , vol.4 , pp. 97-110
    • Horne, J.1    Ostberg, O.2
  • 21
    • 0026333617 scopus 로고
    • A new method for measuring daytime sleepiness: the Epworth sleepiness scale
    • Johns M, (1991) A new method for measuring daytime sleepiness: the Epworth sleepiness scale. Sleep 14: 540-545.
    • (1991) Sleep , vol.14 , pp. 540-545
    • Johns, M.1
  • 22
    • 0015021890 scopus 로고
    • The assessment and analysis of handedness: the Edinburgh inventory
    • Oldfield R, (1971) The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia 9: 97-113.
    • (1971) Neuropsychologia , vol.9 , pp. 97-113
    • Oldfield, R.1
  • 23
    • 1242316309 scopus 로고    scopus 로고
    • Optimisation of the 3D MDEFT sequence for anatomical brain imaging: technical implications at 1.5 and 3 T
    • Deichmann R, Schwarzbauer C, Turner R, (2004) Optimisation of the 3D MDEFT sequence for anatomical brain imaging: technical implications at 1.5 and 3 T. NeuroImage 21: 757-767.
    • (2004) NeuroImage , vol.21 , pp. 757-767
    • Deichmann, R.1    Schwarzbauer, C.2    Turner, R.3
  • 24
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I, Elisseeff A, (2003) An introduction to variable and feature selection. J Mach Learn Res 3: 1157-1182.
    • (2003) J Mach Learn Res , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 25
    • 0036335096 scopus 로고    scopus 로고
    • Image Distortion Correction in fMRI: A Quantitative Evaluation
    • Hutton C, Bork A, Josephs O, Deichmann R, Ashburner J, et al. (2002) Image Distortion Correction in fMRI: A Quantitative Evaluation. NeuroImage 16: 217-240.
    • (2002) NeuroImage , vol.16 , pp. 217-240
    • Hutton, C.1    Bork, A.2    Josephs, O.3    Deichmann, R.4    Ashburner, J.5
  • 27
    • 33750737054 scopus 로고    scopus 로고
    • The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data
    • Mourão-Miranda J, Reynaud E, McGlone F, Calvert G, Brammer M, (2006) The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data. Neuroimage 33: 1055-1065.
    • (2006) Neuroimage , vol.33 , pp. 1055-1065
    • Mourão-Miranda, J.1    Reynaud, E.2    McGlone, F.3    Calvert, G.4    Brammer, M.5
  • 28
    • 48549099375 scopus 로고    scopus 로고
    • Multivariate analysis of fMRI time series: classification and regression of brain responses using machine learning
    • Formisano E, De Martino F, Valente G, (2008) Multivariate analysis of fMRI time series: classification and regression of brain responses using machine learning. Magn Reson Imaging 26: 921-934.
    • (2008) Magn Reson Imaging , vol.26 , pp. 921-934
    • Formisano, E.1    de Martino, F.2    Valente, G.3
  • 29
    • 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, et al. (2008) Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns. Neuroimage 43: 44-58.
    • (2008) Neuroimage , vol.43 , pp. 44-58
    • de Martino, F.1    Valente, G.2    Staeren, N.3    Ashburner, J.4    Goebel, R.5
  • 30
    • 39749191312 scopus 로고    scopus 로고
    • Automatic classification of MR scans in Alzheimer's disease
    • Klöppel S, Stonnington C, Chu C, Draganski B, Scahill R, et al. (2008) Automatic classification of MR scans in Alzheimer's disease. Brain 131: 681-689.
    • (2008) Brain , vol.131 , pp. 681-689
    • Klöppel, S.1    Stonnington, C.2    Chu, C.3    Draganski, B.4    Scahill, R.5
  • 33
    • 0036136472 scopus 로고    scopus 로고
    • Nonparametric permutation tests for funtional neuroimaging: A primer with examples
    • Nichols TE, Holmes AP, (2001) Nonparametric permutation tests for funtional neuroimaging: A primer with examples. Human Brain Mapping 15: 1-25.
    • (2001) Human Brain Mapping , vol.15 , pp. 1-25
    • Nichols, T.E.1    Holmes, A.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.