메뉴 건너뛰기




Volumn 62, Issue 3, 2012, Pages 1912-1923

A K-means multivariate approach for clustering independent components from magnetoencephalographic data

Author keywords

Cluster analysis; Fingerprint; Independent component analysis; K means clustering; Magnetoencephalography

Indexed keywords

ALGORITHM; ARTICLE; BRAIN FUNCTION; CLUSTER ANALYSIS; CONTROLLED STUDY; DATA ANALYSIS; FINGER; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HAND MOVEMENT; HUMAN; HUMAN EXPERIMENT; INDEPENDENT COMPONENT ANALYSIS; MAGNETOENCEPHALOGRAPHY; MALE; MATHEMATICAL ANALYSIS; MEDIAN NERVE; MULTIVARIATE ALGORITHM FOR GROUPING MAGNETOENCEPHALOGRAPHY INDEPENDENT COMPONENTS K MEANS BASED ANALYSIS; NERVE STIMULATION; NORMAL HUMAN; PHYSICAL PARAMETERS; PRIORITY JOURNAL; SPATIOTEMPORAL DYNAMICS; TASK PERFORMANCE;

EID: 84863509149     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2012.05.051     Document Type: Article
Times cited : (26)

References (58)
  • 1
    • 0035154577 scopus 로고    scopus 로고
    • Event-related desynchronization during anticipatory attention for an upcoming stimulus: a comparative EEG/EMG study
    • Bastiaansen M.C.M., Bocker K.B.E., Brunia C.H.M., de Munck J.C., Spekreijse H. Event-related desynchronization during anticipatory attention for an upcoming stimulus: a comparative EEG/EMG study. Clin. Neurophysiol. 2001, 112(2):393-403.
    • (2001) Clin. Neurophysiol. , vol.112 , Issue.2 , pp. 393-403
    • Bastiaansen, M.C.M.1    Bocker, K.B.E.2    Brunia, C.H.M.3    de Munck, J.C.4    Spekreijse, H.5
  • 2
    • 14244251502 scopus 로고    scopus 로고
    • Tensorial extensions of independent component analysis for multisubject fMRI analysis
    • Beckmann C.F., Smith S.M. Tensorial extensions of independent component analysis for multisubject fMRI analysis. NeuroImage 2005, 25(1):294-311.
    • (2005) NeuroImage , vol.25 , Issue.1 , pp. 294-311
    • Beckmann, C.F.1    Smith, S.M.2
  • 3
    • 0028586154 scopus 로고
    • Functional cooperativity of human cortical motor areas during self-paced simple finger movements. A high-resolution MRI study
    • Boecker H., Kleinschmidt A., Requardt M., Hanicke W., Merboldt K.D., Frahm J. Functional cooperativity of human cortical motor areas during self-paced simple finger movements. A high-resolution MRI study. Brain 1994, 117(6):1231-1239.
    • (1994) Brain , vol.117 , Issue.6 , pp. 1231-1239
    • Boecker, H.1    Kleinschmidt, A.2    Requardt, M.3    Hanicke, W.4    Merboldt, K.D.5    Frahm, J.6
  • 4
    • 0035172708 scopus 로고    scopus 로고
    • FMRI activation in a visual-perception task: network of areas detected using the general linear model and independent component analysis
    • Calhoun V.D., Adali T., McGinty V.B., Pekar J.J., Warson T.D., Pearlson G.D. fMRI activation in a visual-perception task: network of areas detected using the general linear model and independent component analysis. NeuroImage 2001, 14(5):1080-1088.
    • (2001) NeuroImage , vol.14 , Issue.5 , pp. 1080-1088
    • Calhoun, V.D.1    Adali, T.2    McGinty, V.B.3    Pekar, J.J.4    Warson, T.D.5    Pearlson, G.D.6
  • 5
    • 0034753663 scopus 로고    scopus 로고
    • A method for making group inferences from functional MRI data using independent component analysis
    • Calhoun V.D., Adali T., Pearlson G.D., Pekar J.J. A method for making group inferences from functional MRI data using independent component analysis. Hum. Brain Mapp. 2001, 14(3):140-151.
    • (2001) Hum. Brain Mapp. , vol.14 , Issue.3 , pp. 140-151
    • Calhoun, V.D.1    Adali, T.2    Pearlson, G.D.3    Pekar, J.J.4
  • 6
    • 10644246948 scopus 로고    scopus 로고
    • A method for testing conjunctive and subtractive hypotheses on group fMRI data using independent component analysis
    • Calhoun V.D., Adali T., Pekar J.J. A method for testing conjunctive and subtractive hypotheses on group fMRI data using independent component analysis. Magn. Reson. Imaging 2004, 22(9):1181-1191.
    • (2004) Magn. Reson. Imaging , vol.22 , Issue.9 , pp. 1181-1191
    • Calhoun, V.D.1    Adali, T.2    Pekar, J.J.3
  • 7
    • 65549097795 scopus 로고    scopus 로고
    • A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data
    • Calhoun V.D., Liu J., Adali T. A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. NeuroImage 2009, 45(1 Suppl.):163-172.
    • (2009) NeuroImage , vol.45 , Issue.1 SUPPL. , pp. 163-172
    • Calhoun, V.D.1    Liu, J.2    Adali, T.3
  • 9
    • 33751108300 scopus 로고    scopus 로고
    • Classification of fMRI independent components using IC-fingerprints and support vector machine classifiers
    • De Martino F., Gentile F., Esposito F., Balsi M., Di Salle F., Goebel R., Formisano E. Classification of fMRI independent components using IC-fingerprints and support vector machine classifiers. NeuroImage 2007, 34(1):177-197.
    • (2007) NeuroImage , vol.34 , Issue.1 , pp. 177-197
    • De Martino, F.1    Gentile, F.2    Esposito, F.3    Balsi, M.4    Di Salle, F.5    Goebel, R.6    Formisano, E.7
  • 12
    • 3242659299 scopus 로고    scopus 로고
    • Temporal dynamics of alpha and beta rhythms in human SI and SII after galvanic median nerve stimulation. A MEG study
    • Della Penna S., Torquati K., Pizzella V., Babiloni C., Franciotti R., Rossini P.M., Romani G.L. Temporal dynamics of alpha and beta rhythms in human SI and SII after galvanic median nerve stimulation. A MEG study. NeuroImage 2004, 22(4):1438-1446.
    • (2004) NeuroImage , vol.22 , Issue.4 , pp. 1438-1446
    • Della Penna, S.1    Torquati, K.2    Pizzella, V.3    Babiloni, C.4    Franciotti, R.5    Rossini, P.M.6    Romani, G.L.7
  • 13
    • 1242283941 scopus 로고    scopus 로고
    • EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics
    • Delorme A., Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics. J. Neurosci. Methods 2004, 134:9-21.
    • (2004) J. Neurosci. Methods , vol.134 , pp. 9-21
    • Delorme, A.1    Makeig, S.2
  • 14
    • 0015644825 scopus 로고
    • A fuzzy relative of the ISODATA process and its use in detecting compact well separated clusters
    • Dunn J.C. A fuzzy relative of the ISODATA process and its use in detecting compact well separated clusters. J. Cybern. 1973, 3(3):32-57.
    • (1973) J. Cybern. , vol.3 , Issue.3 , pp. 32-57
    • Dunn, J.C.1
  • 16
    • 33847172327 scopus 로고    scopus 로고
    • Clustering by passing messages between data points
    • Frey B.J., Dueck D. Clustering by passing messages between data points. Science 2007, 315:972-977.
    • (2007) Science , vol.315 , pp. 972-977
    • Frey, B.J.1    Dueck, D.2
  • 17
    • 33646887235 scopus 로고    scopus 로고
    • Analysis of functional image analysis contest (FIAC) data with brainvoyager QX: from single-subject to cortically aligned group general linear model analysis and self-organizing group independent component analysis
    • Goebel R., Esposito F., Formisano E. Analysis of functional image analysis contest (FIAC) data with brainvoyager QX: from single-subject to cortically aligned group general linear model analysis and self-organizing group independent component analysis. Hum. Brain Mapp. 2006, 27(5):392-401.
    • (2006) Hum. Brain Mapp. , vol.27 , Issue.5 , pp. 392-401
    • Goebel, R.1    Esposito, F.2    Formisano, E.3
  • 18
    • 48749090271 scopus 로고    scopus 로고
    • A unified framework for group independent component analysis for multi-subject fMRI data
    • Guo Y., Pagnoni G. A unified framework for group independent component analysis for multi-subject fMRI data. NeuroImage 2008, 42(3):1078-1093.
    • (2008) NeuroImage , vol.42 , Issue.3 , pp. 1078-1093
    • Guo, Y.1    Pagnoni, G.2
  • 20
    • 0028219609 scopus 로고
    • Interpreting magnetic fields of the brain: minimum norm estimates
    • Hamalainen M.S., Ilmoniemi R.J. Interpreting magnetic fields of the brain: minimum norm estimates. Med. Biol. Eng. Comput. 1994, 32(1):35-42.
    • (1994) Med. Biol. Eng. Comput. , vol.32 , Issue.1 , pp. 35-42
    • Hamalainen, M.S.1    Ilmoniemi, R.J.2
  • 21
    • 3042594840 scopus 로고    scopus 로고
    • Validating the independent components of neuroimaging time series via clustering and visualization
    • Himberg J., Hyvarinen A., Esposito F. Validating the independent components of neuroimaging time series via clustering and visualization. NeuroImage 2004, 22(3):1214-1222.
    • (2004) NeuroImage , vol.22 , Issue.3 , pp. 1214-1222
    • Himberg, J.1    Hyvarinen, A.2    Esposito, F.3
  • 22
    • 63849165470 scopus 로고    scopus 로고
    • Comparison of unilateral and bilateral complex finger tapping-related activation in premotor and primary motor cortex
    • Horenstein C., Lowe M.J., Koenig K.A., Phillips M.D. Comparison of unilateral and bilateral complex finger tapping-related activation in premotor and primary motor cortex. Hum. Brain Mapp. 2009, 30(4):1397-1412.
    • (2009) Hum. Brain Mapp. , vol.30 , Issue.4 , pp. 1397-1412
    • Horenstein, C.1    Lowe, M.J.2    Koenig, K.A.3    Phillips, M.D.4
  • 23
    • 0030685029 scopus 로고    scopus 로고
    • Activity in posterior parietal cortex following somatosensory stimulation in man: magnetoencephalographic study using spatio-temporal source analysis
    • Hoshiyama M., Kakigi R., Koyama S., Watanabe S., Shimojo M. Activity in posterior parietal cortex following somatosensory stimulation in man: magnetoencephalographic study using spatio-temporal source analysis. Brain Topogr. 1997, 10(1):23-30.
    • (1997) Brain Topogr. , vol.10 , Issue.1 , pp. 23-30
    • Hoshiyama, M.1    Kakigi, R.2    Koyama, S.3    Watanabe, S.4    Shimojo, M.5
  • 24
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed point algorithms for independent component analysis
    • Hyvarinen A. Fast and robust fixed point algorithms for independent component analysis. IEEE Trans. Neural Netw. 1999, 10(3):626-634.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.3 , pp. 626-634
    • Hyvarinen, A.1
  • 25
    • 79960626785 scopus 로고    scopus 로고
    • Testing the ICA mixing matrix based on inter-subject or inter-session consistency
    • Hyvarinen A. Testing the ICA mixing matrix based on inter-subject or inter-session consistency. NeuroImage 2011, 58(1):122-136.
    • (2011) NeuroImage , vol.58 , Issue.1 , pp. 122-136
    • Hyvarinen, A.1
  • 26
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed point algorithm for independent component analysis
    • Hyvarinen A., Oja E. A fast fixed point algorithm for independent component analysis. Neural Comput. 1997, 9:283-292.
    • (1997) Neural Comput. , vol.9 , pp. 283-292
    • Hyvarinen, A.1    Oja, E.2
  • 28
    • 34250560897 scopus 로고
    • Electrocorticograms in man: effect of voluntary movement upon the electrical activity of the precentral gyrus
    • Jasper H., Penfield W. Electrocorticograms in man: effect of voluntary movement upon the electrical activity of the precentral gyrus. Eur. Arch. Psychiatry Clin. Neurosci. 1949, 183:163-174.
    • (1949) Eur. Arch. Psychiatry Clin. Neurosci. , vol.183 , pp. 163-174
    • Jasper, H.1    Penfield, W.2
  • 30
    • 0034307938 scopus 로고    scopus 로고
    • Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects
    • Jung T.P., Makeig S., Westerfield M., Townsend J., Courchesne E., Sejnowski T.J. Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects. Clin. Neurophysiol. 2000, 111(10):1745-1758.
    • (2000) Clin. Neurophysiol. , vol.111 , Issue.10 , pp. 1745-1758
    • Jung, T.P.1    Makeig, S.2    Westerfield, M.3    Townsend, J.4    Courchesne, E.5    Sejnowski, T.J.6
  • 34
    • 2942736990 scopus 로고    scopus 로고
    • Selecting variables for K-means cluster analysis by using a genetic algorithm that optimises the silhouettes
    • Lleti R., Ortiz M.C., Sarabia L.A., Sanchez M.S. Selecting variables for K-means cluster analysis by using a genetic algorithm that optimises the silhouettes. Anal. Chim. Acta 2004, 515:87-100.
    • (2004) Anal. Chim. Acta , vol.515 , pp. 87-100
    • Lleti, R.1    Ortiz, M.C.2    Sarabia, L.A.3    Sanchez, M.S.4
  • 35
  • 41
    • 0018079655 scopus 로고
    • Basical principles of ROC analysis
    • Metz C.E. Basical principles of ROC analysis. Semin. Nucl. Med. 1978, 8(4):283-298.
    • (1978) Semin. Nucl. Med. , vol.8 , Issue.4 , pp. 283-298
    • Metz, C.E.1
  • 43
    • 33750360831 scopus 로고    scopus 로고
    • ERD/ERS patterns reflecting sensorimotor activation and deactivation
    • Neuper C., Wortz M., Pfurtscheller G. ERD/ERS patterns reflecting sensorimotor activation and deactivation. Prog. Brain Res. 2006, 159:211-222.
    • (2006) Prog. Brain Res. , vol.159 , pp. 211-222
    • Neuper, C.1    Wortz, M.2    Pfurtscheller, G.3
  • 44
    • 33750305722 scopus 로고    scopus 로고
    • Information-based modelling of event-related brain dynamics
    • Onton J., Makeig S. Information-based modelling of event-related brain dynamics. Prog. Brain Res. 2006, 159:99-120.
    • (2006) Prog. Brain Res. , vol.159 , pp. 99-120
    • Onton, J.1    Makeig, S.2
  • 45
  • 46
    • 0024505110 scopus 로고
    • Functional topography during sensorimotor activation studied with event-related desynchronization mapping
    • Pfurtscheller G. Functional topography during sensorimotor activation studied with event-related desynchronization mapping. J. Clin. Neurophysiol. 1989, 6(1):75-84.
    • (1989) J. Clin. Neurophysiol. , vol.6 , Issue.1 , pp. 75-84
    • Pfurtscheller, G.1
  • 47
    • 0032829330 scopus 로고    scopus 로고
    • Event-related EEG/MEG synchronization and desynchronization: basic principles
    • Pfurtscheller G., Lopes da Silva F.H. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin. Neurophysiol. 1999, 110(11):1842-1857.
    • (1999) Clin. Neurophysiol. , vol.110 , Issue.11 , pp. 1842-1857
    • Pfurtscheller, G.1    Lopes da Silva, F.H.2
  • 48
    • 0027087230 scopus 로고
    • Simultaneous EEG 10-Hz desynchronization and 40-Hz synchronization during finger movements
    • Pfurtscheller G., Neuper C. Simultaneous EEG 10-Hz desynchronization and 40-Hz synchronization during finger movements. Neuroreport 1992, 3(12):1057-1060.
    • (1992) Neuroreport , vol.3 , Issue.12 , pp. 1057-1060
    • Pfurtscheller, G.1    Neuper, C.2
  • 49
    • 0033360931 scopus 로고    scopus 로고
    • Localization of the first and second somatosensory areas in the human cerebral cortex with functional MR imaging
    • Polonara G., Fabri M., Manzoni T., Salvolini U. Localization of the first and second somatosensory areas in the human cerebral cortex with functional MR imaging. AJNR Am. J. Neuroradiol. 1999, 20(2):199-205.
    • (1999) AJNR Am. J. Neuroradiol. , vol.20 , Issue.2 , pp. 199-205
    • Polonara, G.1    Fabri, M.2    Manzoni, T.3    Salvolini, U.4
  • 50
    • 33748289525 scopus 로고    scopus 로고
    • Magnetoencephalographic artifact identification and automatic removal based on independent component analysis and categorization approaches
    • Rong F., Contreras-Vidal J.L. Magnetoencephalographic artifact identification and automatic removal based on independent component analysis and categorization approaches. J. Neurosci. Methods 2006, 157(2):337-354.
    • (2006) J. Neurosci. Methods , vol.157 , Issue.2 , pp. 337-354
    • Rong, F.1    Contreras-Vidal, J.L.2
  • 51
    • 0023453329 scopus 로고
    • Silhouettes: a graphical aid to the interpretation and validation of cluster analysis
    • Rousseeuw P.J. Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. J. Comput. Appl. Math. 1987, 20(1):53-65.
    • (1987) J. Comput. Appl. Math. , vol.20 , Issue.1 , pp. 53-65
    • Rousseeuw, P.J.1
  • 52
    • 1542319069 scopus 로고    scopus 로고
    • Comparison of three methods for generating group statistical inferences from independent component analysis of functional magnetic resonance imaging data
    • Schmithorst V.J., Holland D.K. Comparison of three methods for generating group statistical inferences from independent component analysis of functional magnetic resonance imaging data. J. Magn. Reson. Imaging 2004, 19(3):365-368.
    • (2004) J. Magn. Reson. Imaging , vol.19 , Issue.3 , pp. 365-368
    • Schmithorst, V.J.1    Holland, D.K.2
  • 54
    • 0030273653 scopus 로고    scopus 로고
    • Event-related desynchronisation of central beta-rhythms during brisk and slow self-paced finger movements of dominant and nondominant hand
    • Stancak A., Pfurtscheller G. Event-related desynchronisation of central beta-rhythms during brisk and slow self-paced finger movements of dominant and nondominant hand. Brain Res. Cogn. Brain Res. 1996, 4(3):171-183.
    • (1996) Brain Res. Cogn. Brain Res. , vol.4 , Issue.3 , pp. 171-183
    • Stancak, A.1    Pfurtscheller, G.2
  • 55
    • 0036331142 scopus 로고    scopus 로고
    • ICA of MRI group study data
    • Svensen M., Kruggel F., Benali H. ICA of MRI group study data. NeuroImage 2002, 16(3):551-563.
    • (2002) NeuroImage , vol.16 , Issue.3 , pp. 551-563
    • Svensen, M.1    Kruggel, F.2    Benali, H.3
  • 56
    • 3042776628 scopus 로고    scopus 로고
    • Functional connectivity as revealed by spatial independent component analysis of fMRI measurements during rest
    • van de Ven V.G., Formisano E., Prvulovic D., Roeder C.H., Linden D.E. Functional connectivity as revealed by spatial independent component analysis of fMRI measurements during rest. Hum. Brain Mapp. 2004, 22(3):165-178.
    • (2004) Hum. Brain Mapp. , vol.22 , Issue.3 , pp. 165-178
    • van de Ven, V.G.1    Formisano, E.2    Prvulovic, D.3    Roeder, C.H.4    Linden, D.E.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.