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Volumn 11, Issue 1, 2007, Pages 1-20

Hidden Markov multiple event sequence models: A paradigm for the spatio-temporal analysis of fMRI data

Author keywords

Brain mapping; Data fusion; Functional MRI; Hidden Markov models; Multidimensional signal processing

Indexed keywords

BRAIN; HEMODYNAMICS; MAGNETIC RESONANCE IMAGING; MARKOV PROCESSES; MATHEMATICAL MODELS; SIGNAL PROCESSING; STATISTICAL METHODS;

EID: 33846811576     PISSN: 13618415     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.media.2006.09.003     Document Type: Article
Times cited : (14)

References (57)
  • 2
    • 0027288454 scopus 로고
    • Processing strategies for time-course data sets in functional MRI of the human brain
    • Bandettini P.A., Jesmanowicz A., Wong E.C., and Hyde J.S. Processing strategies for time-course data sets in functional MRI of the human brain. Magnetic Resonance Medicine 30 (1993) 161-173
    • (1993) Magnetic Resonance Medicine , vol.30 , pp. 161-173
    • Bandettini, P.A.1    Jesmanowicz, A.2    Wong, E.C.3    Hyde, J.S.4
  • 3
    • 0031688146 scopus 로고    scopus 로고
    • Multidimensional wavelet analysis of functional magnetic resonance images
    • Brammer M.J. Multidimensional wavelet analysis of functional magnetic resonance images. Human Brain Mapping 6 (1998) 378-382
    • (1998) Human Brain Mapping , vol.6 , pp. 378-382
    • Brammer, M.J.1
  • 4
    • 0344157389 scopus 로고    scopus 로고
    • Characterizing stimulus-response functions using nonlinear regressors in parametric fMRI experiments
    • Buchel C., Holmes A.P., Rees G., and Friston K.J. Characterizing stimulus-response functions using nonlinear regressors in parametric fMRI experiments. NeuroImage 8 (1998) 140-148
    • (1998) NeuroImage , vol.8 , pp. 140-148
    • Buchel, C.1    Holmes, A.P.2    Rees, G.3    Friston, K.J.4
  • 5
    • 0031809018 scopus 로고    scopus 로고
    • Dynamics of blood flow and oxygen metabolism during brain activation: the balloon model
    • Buxton R.B., Wong E.C., and Frank L.R. Dynamics of blood flow and oxygen metabolism during brain activation: the balloon model. Magnetic Resonance Medicine 39 (1998) 855-864
    • (1998) Magnetic Resonance Medicine , vol.39 , pp. 855-864
    • Buxton, R.B.1    Wong, E.C.2    Frank, L.R.3
  • 7
    • 84936047187 scopus 로고    scopus 로고
    • Une base de données lexicales informatisée pour le français écrit et parlé
    • Content A., Mousty P., and Radeau M. Une base de données lexicales informatisée pour le français écrit et parlé. Annee Psychologique 90 (1997) 551-566
    • (1997) Annee Psychologique , vol.90 , pp. 551-566
    • Content, A.1    Mousty, P.2    Radeau, M.3
  • 8
    • 0030701629 scopus 로고    scopus 로고
    • Selective averaging of rapidly presented individual trials using fMRI
    • Dale A.M., and Buckner R.L. Selective averaging of rapidly presented individual trials using fMRI. Human Brain Mapping 5 (1997) 329-340
    • (1997) Human Brain Mapping , vol.5 , pp. 329-340
    • Dale, A.M.1    Buckner, R.L.2
  • 11
    • 17444407013 scopus 로고    scopus 로고
    • Unsupervised learning and mapping of active brain functional MRI signals based on hidden semi-Markov event sequence models
    • Faisan S., Thoraval L., Armspach J.-P., Metz-Lutz M.N., and Heitz F. Unsupervised learning and mapping of active brain functional MRI signals based on hidden semi-Markov event sequence models. IEEE Transactions on Medical Imaging 24 2 (2005) 263-276
    • (2005) IEEE Transactions on Medical Imaging , vol.24 , Issue.2 , pp. 263-276
    • Faisan, S.1    Thoraval, L.2    Armspach, J.-P.3    Metz-Lutz, M.N.4    Heitz, F.5
  • 12
    • 33846832306 scopus 로고    scopus 로고
    • A multisubject anatomo-functional parcellation of the brain
    • Paus T., Bullmore Ed., and Cohen J.D. (Eds), Academic Press, New York, USA
    • Flandin G., Penny W., Pennec X., Ayache N., and Poline J.-B. A multisubject anatomo-functional parcellation of the brain. In: Paus T., Bullmore Ed., and Cohen J.D. (Eds). NeuroImage, (HBM'03) (2003), Academic Press, New York, USA
    • (2003) NeuroImage, (HBM'03)
    • Flandin, G.1    Penny, W.2    Pennec, X.3    Ayache, N.4    Poline, J.-B.5
  • 13
    • 2642540219 scopus 로고    scopus 로고
    • The BOLD response and the gamma oscillations respond differently than evoked potentials: an interleaved EEG-fMRIstudy
    • Foucher J.R., Otzenberger H., and Gounot D. The BOLD response and the gamma oscillations respond differently than evoked potentials: an interleaved EEG-fMRIstudy. BMC Neuroscience (2003) 4-22
    • (2003) BMC Neuroscience , pp. 4-22
    • Foucher, J.R.1    Otzenberger, H.2    Gounot, D.3
  • 14
    • 2942623736 scopus 로고    scopus 로고
    • Where arousal meets attention: a simultaneous fMRI and EEG recording study
    • Foucher J.R., Otzenberger H., and Gounot D. Where arousal meets attention: a simultaneous fMRI and EEG recording study. NeuroImage 22 2 (2004) 688-697
    • (2004) NeuroImage , vol.22 , Issue.2 , pp. 688-697
    • Foucher, J.R.1    Otzenberger, H.2    Gounot, D.3
  • 15
    • 0036335151 scopus 로고    scopus 로고
    • Detection of neural activity in fMRI using maximum correlation modeling
    • Friman O., Borga M., Lundberg P., and Knutsson H. Detection of neural activity in fMRI using maximum correlation modeling. NeuroImage 15 (2002) 386-395
    • (2002) NeuroImage , vol.15 , pp. 386-395
    • Friman, O.1    Borga, M.2    Lundberg, P.3    Knutsson, H.4
  • 16
    • 0036334947 scopus 로고    scopus 로고
    • Bayesian estimation of dynamical systems: an application to fMRI
    • Friston K.J. Bayesian estimation of dynamical systems: an application to fMRI. NeuroImage 16 (2002) 513-530
    • (2002) NeuroImage , vol.16 , pp. 513-530
    • Friston, K.J.1
  • 17
    • 33846851001 scopus 로고    scopus 로고
    • Wellcome Department of Cognitive Neurology, University College, London pp. 13-25
    • Friston K.J., Ashburner J., et al. SPM 97 Course Notes vol. 13 (1997), Wellcome Department of Cognitive Neurology, University College, London pp. 13-25
    • (1997) SPM 97 Course Notes , vol.13
    • Friston, K.J.1    Ashburner, J.2
  • 21
    • 0033778839 scopus 로고    scopus 로고
    • Nonlinear responses in fMRI: the ballon model, volterra kernels and other hemodynamics
    • Friston K.J., Mechelli A., Turner R., and Price C.-J. Nonlinear responses in fMRI: the ballon model, volterra kernels and other hemodynamics. NeuroImage 12 (2000) 466-477
    • (2000) NeuroImage , vol.12 , pp. 466-477
    • Friston, K.J.1    Mechelli, A.2    Turner, R.3    Price, C.-J.4
  • 22
    • 0032776471 scopus 로고    scopus 로고
    • Deconvolution of impulse response in event-related BOLD fMRI
    • Glover G.H. Deconvolution of impulse response in event-related BOLD fMRI. NeuroImage 9 (1999) 416-429
    • (1999) NeuroImage , vol.9 , pp. 416-429
    • Glover, G.H.1
  • 23
    • 0035013277 scopus 로고    scopus 로고
    • Bayesian spatiotemporal inference in functional magnetic resonance imaging
    • Gössl C., Auer D.P., and Fahrmeir L. Bayesian spatiotemporal inference in functional magnetic resonance imaging. Biometrics 57 (2001) 554-562
    • (2001) Biometrics , vol.57 , pp. 554-562
    • Gössl, C.1    Auer, D.P.2    Fahrmeir, L.3
  • 24
    • 1842505168 scopus 로고    scopus 로고
    • Variation of BOLD hemodynamic responses across subjects and brain regions and their effects on statistical analyses
    • Handwerker D.A., Ollinger J.M., and D'Esposito M. Variation of BOLD hemodynamic responses across subjects and brain regions and their effects on statistical analyses. NeuroImage 21 (2004) 1639-1651
    • (2004) NeuroImage , vol.21 , pp. 1639-1651
    • Handwerker, D.A.1    Ollinger, J.M.2    D'Esposito, M.3
  • 25
    • 0033647016 scopus 로고    scopus 로고
    • Spatial mixture modeling of fMRI data
    • Hartvig N.V., and Jensen J.L. Spatial mixture modeling of fMRI data. Human Brain Mapping 11 (2000) 233-248
    • (2000) Human Brain Mapping , vol.11 , pp. 233-248
    • Hartvig, N.V.1    Jensen, J.L.2
  • 26
  • 27
    • 0032735805 scopus 로고    scopus 로고
    • Temporal properties of the hemodynamic response in functional MRI
    • Kruggel F., and von Cramon D.Y. Temporal properties of the hemodynamic response in functional MRI. Human Brain Mapping 8 4 (1999) 259-271
    • (1999) Human Brain Mapping , vol.8 , Issue.4 , pp. 259-271
    • Kruggel, F.1    von Cramon, D.Y.2
  • 28
    • 0035452303 scopus 로고    scopus 로고
    • Nonlinear regression analysis of the hemodynamic response in functional MRI
    • Kruggel F., and von Cramon D.Y. Nonlinear regression analysis of the hemodynamic response in functional MRI. Pattern Recognition Letters 22 (2001) 1247-1252
    • (2001) Pattern Recognition Letters , vol.22 , pp. 1247-1252
    • Kruggel, F.1    von Cramon, D.Y.2
  • 29
    • 0033903938 scopus 로고    scopus 로고
    • Nonlinear regression of functional MRI data: an item recognition task study
    • Kruggel F., Zysset S., and von Cramon D.Y. Nonlinear regression of functional MRI data: an item recognition task study. NeuroImage 12 (2000) 173-183
    • (2000) NeuroImage , vol.12 , pp. 173-183
    • Kruggel, F.1    Zysset, S.2    von Cramon, D.Y.3
  • 32
    • 5644272621 scopus 로고    scopus 로고
    • Spatiotemporal wavelet analysis for functional MRI
    • Long C., Brown E.N., Manoach D., and Solo V. Spatiotemporal wavelet analysis for functional MRI. NeuroImage 23 2 (2004) 500-516
    • (2004) NeuroImage , vol.23 , Issue.2 , pp. 500-516
    • Long, C.1    Brown, E.N.2    Manoach, D.3    Solo, V.4
  • 33
    • 4043132341 scopus 로고    scopus 로고
    • Estimation of the hemodynamic response function in event-related functional MRI: Bayesian networks as a framework for efficient bayesian modeling and inference
    • Marrelec G., Ciuciu P., Pélégrini-Issac M., and Benali H. Estimation of the hemodynamic response function in event-related functional MRI: Bayesian networks as a framework for efficient bayesian modeling and inference. IEEE Transactions on Medical Imaging 23 8 (2004) 959-967
    • (2004) IEEE Transactions on Medical Imaging , vol.23 , Issue.8 , pp. 959-967
    • Marrelec, G.1    Ciuciu, P.2    Pélégrini-Issac, M.3    Benali, H.4
  • 34
    • 0034637795 scopus 로고    scopus 로고
    • Language functional neuro-imaging changes following focal left thalamic infarction
    • Metz-Lutz M.N., Namer I.J., Gounot D., Kleitz C., Armspach J.-P., and Kehrli P. Language functional neuro-imaging changes following focal left thalamic infarction. NeuroReport 11 13 (2000) 2907-2912
    • (2000) NeuroReport , vol.11 , Issue.13 , pp. 2907-2912
    • Metz-Lutz, M.N.1    Namer, I.J.2    Gounot, D.3    Kleitz, C.4    Armspach, J.-P.5    Kehrli, P.6
  • 35
    • 0038660249 scopus 로고    scopus 로고
    • Wavelet-based estimation of semiparametric generalized linear model of fMRI time-series
    • Meyer F.G. Wavelet-based estimation of semiparametric generalized linear model of fMRI time-series. IEEE Transactions on Medical Imaging 22 3 (2003) 315-322
    • (2003) IEEE Transactions on Medical Imaging , vol.22 , Issue.3 , pp. 315-322
    • Meyer, F.G.1
  • 36
    • 0042026354 scopus 로고    scopus 로고
    • Analysis of event-related fMRI data using local clustering bases
    • Meyer F.G., and Chinrungrueng J. Analysis of event-related fMRI data using local clustering bases. IEEE Transactions on Medical Imaging 22 8 (2003) 933-939
    • (2003) IEEE Transactions on Medical Imaging , vol.22 , Issue.8 , pp. 933-939
    • Meyer, F.G.1    Chinrungrueng, J.2
  • 37
    • 10844296672 scopus 로고    scopus 로고
    • Spatiotemporal clustering of fMRI time series in the spectral domain
    • Meyer F.G., and Chinrungrueng J. Spatiotemporal clustering of fMRI time series in the spectral domain. Medical Image Analysis 9 (2005) 51-68
    • (2005) Medical Image Analysis , vol.9 , pp. 51-68
    • Meyer, F.G.1    Chinrungrueng, J.2
  • 38
    • 0031852036 scopus 로고    scopus 로고
    • Registration of MR/MR and MR/SPECT brain images by fast stochastic optimization of robust voxel similarity measures
    • Nikou C., Heitz F., Armspach J.-P., Namer I.J., and Grucker D. Registration of MR/MR and MR/SPECT brain images by fast stochastic optimization of robust voxel similarity measures. NeuroImage 8 (1998) 30-43
    • (1998) NeuroImage , vol.8 , pp. 30-43
    • Nikou, C.1    Heitz, F.2    Armspach, J.-P.3    Namer, I.J.4    Grucker, D.5
  • 40
    • 16244387927 scopus 로고    scopus 로고
    • Bayesian fMRI time series analysis with spatial priors
    • Penny W.D., Trujillo-Barreto N., and Friston K.J. Bayesian fMRI time series analysis with spatial priors. NeuroImage 24 2 (2005) 350-362
    • (2005) NeuroImage , vol.24 , Issue.2 , pp. 350-362
    • Penny, W.D.1    Trujillo-Barreto, N.2    Friston, K.J.3
  • 41
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Rabiner L.R. A tutorial on hidden Markov models and selected applications in speech recognition. Proceedings of IEEE 77 (1989) 257-286
    • (1989) Proceedings of IEEE , vol.77 , pp. 257-286
    • Rabiner, L.R.1
  • 43
    • 0142010985 scopus 로고    scopus 로고
    • The shape of the fMRI BOLD response in children and adults changes systematically with age
    • Richter W., and Richter M. The shape of the fMRI BOLD response in children and adults changes systematically with age. NeuroImage 20 (2003) 1122-1131
    • (2003) NeuroImage , vol.20 , pp. 1122-1131
    • Richter, W.1    Richter, M.2
  • 46
    • 0037331109 scopus 로고    scopus 로고
    • Estimation of fMRI response delays
    • Saad Z.S., De Yoe E.A., and Ropella K.M. Estimation of fMRI response delays. NeuroImage 18 (2003) 494-504
    • (2003) NeuroImage , vol.18 , pp. 494-504
    • Saad, Z.S.1    De Yoe, E.A.2    Ropella, K.M.3
  • 47
    • 0142011000 scopus 로고    scopus 로고
    • Assessing brain activity through spatial Bayesian variable selection
    • Smith M., Pütz B., Auer D., and Fahrmeir L. Assessing brain activity through spatial Bayesian variable selection. NeuroImage 20 (2003) 802-815
    • (2003) NeuroImage , vol.20 , pp. 802-815
    • Smith, M.1    Pütz, B.2    Auer, D.3    Fahrmeir, L.4
  • 49
    • 0035700463 scopus 로고    scopus 로고
    • Thirion, B., Faugeras, O., 2001. Revisiting non-parametric activation detection on fMRI time series. In: IEEE Workshop on Math. Meth. in Biomed. Image Analysis Kauai, Hawaii, USA, December 2001, pp. 121-128.
  • 50
    • 33846844009 scopus 로고    scopus 로고
    • Thoraval, L., 2002. Hidden semi-Markov event sequence models. Technical report, LSIIT, ENSPS, UniversitT Louis Pasteur Strasbourg I, http://picabia.u-strasbg.fr/lsiit/perso/publis/RT_HSMESM_2002.pdf.
  • 51
    • 84958154180 scopus 로고    scopus 로고
    • Thoraval, L., Armspach, J.-P., Namer, I.J., 2001. Analysis of brain functional MRI time series based on the continuous wavelet transform and stimulation-response coupling distance. In: Proceedings of the Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 881-888.
  • 52
    • 0031880597 scopus 로고    scopus 로고
    • Nonlinear aspects of the BOLD response in functional MRI
    • Vasquez A.L., and Noll D.C. Nonlinear aspects of the BOLD response in functional MRI. NeuroImage 7 (1998) 108-118
    • (1998) NeuroImage , vol.7 , pp. 108-118
    • Vasquez, A.L.1    Noll, D.C.2
  • 53
    • 1842504499 scopus 로고    scopus 로고
    • Constrained linear basis sets for HRF modelling using variational bayes
    • Woolrich M.W., Behrens T.E., and Smith S.M. Constrained linear basis sets for HRF modelling using variational bayes. NeuroImage 21 4 (2004) 1748-1761
    • (2004) NeuroImage , vol.21 , Issue.4 , pp. 1748-1761
    • Woolrich, M.W.1    Behrens, T.E.2    Smith, S.M.3
  • 55
    • 11844293467 scopus 로고    scopus 로고
    • Mixture models with adaptive spatial regularization for segmentation with an application to fMRI data
    • Woolrich M.W., Behrens T.E.J., Beckmann C.F., and Smith S.M. Mixture models with adaptive spatial regularization for segmentation with an application to fMRI data. IEEE Transactions on Medical Imaging 24 1 (2005) 1-11
    • (2005) IEEE Transactions on Medical Imaging , vol.24 , Issue.1 , pp. 1-11
    • Woolrich, M.W.1    Behrens, T.E.J.2    Beckmann, C.F.3    Smith, S.M.4
  • 57
    • 30344484582 scopus 로고    scopus 로고
    • Detecting fMRI activation allowing for unknown latency of the hemodynamic response
    • Worsley K.J., and Taylor J.E. Detecting fMRI activation allowing for unknown latency of the hemodynamic response. NeuroImage 29 (2006) 649-654
    • (2006) NeuroImage , vol.29 , pp. 649-654
    • Worsley, K.J.1    Taylor, J.E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.