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Spatio-temporal reconstruction of brain network dynamics from magnetoencephalography

Research Project

Project/Area Number 16500296
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Biomedical engineering/Biological material science
Research InstitutionTokyo Metropolitan University (2005-2007)
Tokyo Metropolitan Institute of Technology (2004)

Principal Investigator

SEKIHARA Kensuke  Tokyo Metropolitan University, Department of System Design, Professor (40326020)

Project Period (FY) 2004 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥270,000)
Fiscal Year 2007: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2006: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2005: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2004: ¥800,000 (Direct Cost: ¥800,000)
Keywordsbrain cognitive network / functional connectivity / coherence / magnitoencephalogranhy / source localization / inverse modeling / adaptive beamformer / spatial filter imaging
Research Abstract

The target of this investigation is to finally realize the ultimate promise of electromagnetic brain imaging, which is the spatiotemporal localization of cortical networks involved in sensorimotor, language, memory, and higher cognitive functions. We first compare various adaptive and non-adaptive spatial filters in this context Two important properties for any inverse algorithm are the localization bias and the spatial resolution. We discussed these properties for various adaptive and non-adaptive spatial filters. We also conducted arguments on the signal-to-noise ratio (SNR)of the spatial filter output and discusses the degradation of the output SNR caused by errors in the forward-field calculations, and presents methods that are robust to these errors. We then discuss the effects of external interference on the performance of adaptive spatial filters.
The major problem with brain electromagnetic measurements is that the measured signal generally contains a large amount of interfering … More magnetic fields. We deal with interference of a physiological origin. In particular, we focuses on the background brain activity, which is sometimes referred to as brain noise or physiological noise. The prominent characteristic of the background interference is that it is generated by a large number of sources. Hence, the underlying low-rank signal assumption, which is necessary for formulating adaptive spatial filters, is invalidated. We present a theoretical analysis showing that such high-rank interference can cause a severe spatial blur in the reconstruction results. We then propose a prewhitening eigenspace-projection spatial filter, which can achieve the source reconstruction free from the influence of background interference even when the nnwer of the interference is significantly large.
We then proceed with a study on mapping functional connectivity and an investigation toward this direction is mapping of mean imaginary coherence. In this investigation, resting-state MEG was recorded from a patient with brain lesions. The hypothesis here is that such a patient has decreased connectivity around pathologic regions, and such decreased connectivity can be detected by mapping the mean imaginary coherence. When applying the method to MEG from a patient with brain lesions, voxels showing decreased mean imaginary coherence are found near the brain tumor and thus we conclude that mapping mean imaginary coherence can provide useful clinical information on brain lesions. We are now conducting systematic investigations for evaluating the usefulness of this mean imaginary coherence mapping as a new clinical tool. Less

Report

(5 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • 2004 Annual Research Report
  • Research Products

    (70 results)

All 2008 2007 2006 2005 2004 Other

All Journal Article (48 results) (of which Peer Reviewed: 20 results) Presentation (18 results) Book (2 results) Remarks (2 results)

  • [Journal Article] A probabilistic algorithm for MEG source reconstruction using denoised temporal basis functions learned from the data2008

    • Author(s)
      Zumer JM, Attias HT, Sekihara K, Nagarajan SS
    • Journal Title

      Neuroimage Vol.41(掲載決定)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Five-dimensional neuroimaging:Localization of the time-frequency dynamics of cortical activity2008

    • Author(s)
      Dalal SS, Guggisberg AG, Edwards E, Sekihara K, Findlay AM, Canolty RT, Berger MS, Knight RT, Barbaro NM, Kirsch HE, Nagarajan SS
    • Journal Title

      Neuroimage Vol.40(掲載決定)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] 脳磁界計測-計測磁界からの脳活動のイメージング-2008

    • Author(s)
      関原 謙介
    • Journal Title

      電子情報通信学会誌 Vol.91(2)

      Pages: 131-136

    • NAID

      110006572280

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Performance of Prewhitening Beamforming in MEG Dual Experimental Conditions2008

    • Author(s)
      Sekihara K, Hild KE, Dalal SS, Nagarajan SS
    • Journal Title

      IEEE Trans Biomed Eng Mar;55(3)

      Pages: 1112-21

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] "MEG source imaging(in Japanese)2008

    • Author(s)
      Kensuke, Sekihara
    • Journal Title

      The Journal of the institute of electronics information and communication engineers Vol. 91(2)

      Pages: 131-136

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] "Performance of Prewhitening Beamforming in MEG Dual Experimental Conditions.2008

    • Author(s)
      Sekihara K, Hild KE, Dalal SS, Nagarajan SS
    • Journal Title

      IEEE Trans Biomed Eng Mar;55(3)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 脳磁界計測-計測磁界からの脳活動のイメージング2008

    • Author(s)
      関原 謙介
    • Journal Title

      電子情報通信学会誌 Vol.91(2)

      Pages: 131-136

    • NAID

      110006572280

    • Related Report
      2007 Annual Research Report
  • [Journal Article] 脳磁界計測における順問題および逆問題2007

    • Author(s)
      関原 謙介
    • Journal Title

      非侵襲可視化技術ハンドブック株式会社エヌ・ティーエス

      Pages: 428-437

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A probabilistic algorithm integrating source localization and noise suppression for MEG and EEG data2007

    • Author(s)
      Zumer JM, Attias HT, Sekihara K, Nagarajan SS
    • Journal Title

      Neuroimage Aug1;37(1)

      Pages: 102-15

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Forward and inverse modeling for magnetoencephalography"(in Japanese)2007

    • Author(s)
      Kensuke, Sekihara
    • Journal Title

      Handbook for noninvasive and visualizing technologies, NTS publisher Inc

      Pages: 428-437

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A probabilistic algorithm integrating source localization and noise suppression for MEG and EEG data2007

    • Author(s)
      Zumer, JM., Attias, HT., Sekihara, K., Nagarajan, SS
    • Journal Title

      Neuroimage 37(1)

      Pages: 102-15

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] "A probabilistic algorithm integrating source localization and noise suppression for MEG and EEG data."2007

    • Author(s)
      Zumer JM, Attias HT, Sekihara K, Nagarajan SS
    • Journal Title

      Neuroimage. Aug1;37(1)

      Pages: 102-15

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 脳磁界計測における順問題および逆問題2007

    • Author(s)
      関原 謙介
    • Journal Title

      非侵襲可視化技術ハンドブック 株式会社エヌ・ティーエス

      Pages: 428-437

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Controlled Support MEG imaging2006

    • Author(s)
      Nagarajan SS, Portniaguine O, Hwang D, Johnson C, Sekihara K
    • Journal Title

      Neuroimage. Nov1533(3)

      Pages: 878-852

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A novel adaptive beamformer for MEG source reconstruction effective when large background brain activities exist2006

    • Author(s)
      Sekihara K, Hild KE 2nd, Nagarajan SS
    • Journal Title

      IEEE Trans Biomed Eng Sep;53(9)

      Pages: 1775-64

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Modified beamformers for coherent source region suppression2006

    • Author(s)
      Dalal SS, Sekihara K, Nagarajan SS
    • Journal Title

      IEEE Trans Biomed Eng Jul;53(7)

      Pages: 1357-63

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A graphical model for estimating stimulus-evoked brain responses from magneto encephalography data with large background brain activity2006

    • Author(s)
      Nagarajan SS, Attias HT, Hild KE 2nd, Sekihara K
    • Journal Title

      Neuroimage Apr1;30(2)

      Pages: 400-16

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Controlled Support MEG imaging2006

    • Author(s)
      Nagarajan, SS., Portniaguine, O., Hwang, D., Johnson, C., Sekihara, K
    • Journal Title

      Neuroimage 33(3)

      Pages: 878-852

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A novel adaptive beamformer for MEG source reconstruction effective when la rge background brain activities exist2006

    • Author(s)
      Sekihara, K., Hild, KE 2nd, Nagarajan, SS
    • Journal Title

      IEEE Trans Biomed Eng 53(9)

      Pages: 1755-64

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Modified beamformers for coherent source region suppression2006

    • Author(s)
      Dalal, SS, Sekihara, K, Nagarajan, SS
    • Journal Title

      IEEE Trans Biomed Eng 53(7)

      Pages: 1357-63

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A gra phical model for estimating stimulus-evoked brain responses from magnetoencephalography data with large background brain activity2006

    • Author(s)
      Nagarajan, SS., Attias, HT., Hild, KE 2nd, Sekihara, K
    • Journal Title

      Neuroimage 30(2)

      Pages: 400-16

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A novel adaptive beamformer for MEG source reconstruction effective when large background brain activities exist2006

    • Author(s)
      S.S.Nagarajan, H.Attias, K.Hild, K.Sekihara
    • Journal Title

      NeuroImage 30

      Pages: 400-16

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Modified beamformers for coherent source region suppression2006

    • Author(s)
      S.S.Sarang, K.Sekihara, S.S.Nagarajan
    • Journal Title

      IEEE Transactions on Biomedical Engineering 53

      Pages: 1357-63

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A novel adaptive beamformer for MEG source reconstruction effective when large background brain activities exist2006

    • Author(s)
      K.Sekihara, K.Hild, S.S.Nagarajan
    • Journal Title

      IEEE Transactions on Biomedical Engineering 53

      Pages: 1755-64

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Controlled support MEG imaging2006

    • Author(s)
      S.S.Nagarajan, O.Portniaguine, D.Hwang, C.Johnson, K.Sekihara
    • Journal Title

      NeuroImage 33

      Pages: 878-85

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A graphical model for estimating stimulus-evoked brain responses from magnetoencephalography data with large background brain activity2006

    • Author(s)
      S.S.Nagarajan, H.Attias, K.Hild, K.Sekihara
    • Journal Title

      Neuro Image 30

      Pages: 400-416

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Modified beamformers for coherent source region suppression2006

    • Author(s)
      S.S.Sarang, K.Sekihara, S.S.Nagarajan
    • Journal Title

      IEEE Transactions on Biomedical Engineering (受理済み)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A novel adaptive beamformer for MEG source reconstruction effective when large background brain activities exist2006

    • Author(s)
      K.Sekihara, K.Hild, S.S.Nagarajan
    • Journal Title

      IEEE Transactions on Biomedical Engineering (受理済み)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A simple non-parametric statistical thresholding for MEG spatial-filter source reconstruction images2005

    • Author(s)
      Sekihara K, Sahani M, Nagarajan SS
    • Journal Title

      Neurolmage Volume27,August

      Pages: 368-376

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Localization bias and spatial resolution of adaptive and non-adaptive spatial filters for MEG source reconstruction2005

    • Author(s)
      Sekihara K, Sahani M, Nagarajan SS
    • Journal Title

      Neurolmage Volume25,May

      Pages: 1056-1067

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A simple non-parame tric statistical thresholding for MEG spatial-filter source reco nstruction images2005

    • Author(s)
      Sekihara, K, Sahani, M, Nagarajan, SS
    • Journal Title

      Neurolmage 2005 Volume 27, August

      Pages: 368-376

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Location bias and spatial resolution of adaptive and non-adaptive spatial filters for MEG source reconstruction2005

    • Author(s)
      K.Sekihara, M.Sahani, S.S.Nagarajan
    • Journal Title

      Neuro Image 25

      Pages: 1056-1067

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A simple non-parametric statistical thresholding for MEG spatial-filter source reconstruction images2005

    • Author(s)
      K.Sekihara, M.Sahani, S.S.Nagarajan
    • Journal Title

      Neuro Image 27

      Pages: 368-376

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Location bias and spatial resolution of adaptive and non-adaptive spatial filters for MEG source reconstruction2005

    • Author(s)
      K.Sekihara, M.Sahani, S.S.Nagarajan
    • Journal Title

      NeuroImage 25

      Pages: 1056-1067

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Asymptotic SNR of scalar and vector minimum-variance beamformers for neuro magnetic source reconstruction2004

    • Author(s)
      Sekihara K, Nagarajan, SS, Poeppe ID, Marantz A
    • Journal Title

      Biomedical Engineering, IEEE Transactions on Volume:511ssue:100ct

      Pages: 1726-34

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] NUTMEG:a neuromagnetic source reconstruction toolbox2004

    • Author(s)
      Dalal SS, Zumer JM, Agrawal V, Hild KE, Sekihara K, Nagarajan SS
    • Journal Title

      Neurol Clin Neurophysiol Nov30

      Pages: 52-52

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] アダプティブビームフォーマーを用いた信号源の再構成2004

    • Author(s)
      関原 謙介
    • Journal Title

      日本生体磁気学会論文誌 Vol.17(2)

      Pages: 1-24

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Asymptotic SNR of scalar and vector minimum-variance beamformers for neuromagnetic source reconstruction2004

    • Author(s)
      Sekihara, K, Nagarajan, SS, Poeppel, D, Marantz, A
    • Journal Title

      Biomedical Engineering, IEEE Transactions on Volume 51, Issue 100

      Pages: 1726-34

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] NUTMEG : a neuromagnetic source reconstruction toolbox2004

    • Author(s)
      Dalal, SS, Zumer, JM, Agrawal, V, Hild, KE, Sekihara, K, Nagarajan, SS
    • Journal Title

      Neurol Clin Neurophysiol 52

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Adaptive beamformer source imaging2004

    • Author(s)
      Kensuke, Sekihara
    • Journal Title

      The Journal of Japan biomagnetism and bioelectromagnetics society Vol. 17(2)

      Pages: 1-24

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Asymptotic SNR of scalar and vector minimum-variance beamformers for neuromagnetic source reconstruction2004

    • Author(s)
      K.Sekihara, S.S.Nagarajan, D.Poeppel, A.Marantz
    • Journal Title

      IEEE Transactions on Biomedical Engineering 51

      Pages: 1726-1734

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Performance of an MEG adaptive-beamformer source reconstruction technique in the presence of additive low-rank interference2004

    • Author(s)
      K.Sekihara, S.S.Nagarajan, D.Poeppel, A.Marantz
    • Journal Title

      IEEE Transactions on Biomedical Engineering 51

      Pages: 90-99

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A probabilistic algorithm for MEG source reconstruction using denoised temporal basis functions learned from the data

    • Author(s)
      Zumer, JM, Attias, HT, Sekihara, K, Nagarajan, S
    • Journal Title

      Neuroimage

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Five-dimensional neuroimaging : Localization of the time-frequency dynamics of cortical activity

    • Author(s)
      Dalal, SS., Guggisberg, AG., Edwards, E., Sekihara, K., Findlay, AM., Canolty, RT., Berger, MS., Knight, RT., Barbara, NM. Kirsch, HE., Nagarajan, SS.
    • Journal Title

      Neuroimage

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Performance of Prewhitening Beamforming in MEG Dual Experimental Conditions

    • Author(s)
      Sekihara, K, Hild, KE, Dalal, SS, Nagarajan, SS
    • Journal Title

      IEEE Trans Biomed Eng Mar 55(3)

      Pages: 1112-2

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Localization bias and spatial resolution of adaptive and non-adaptive spatial filters for MEG source reconstruction

    • Author(s)
      Sekihara, K, Sahani, M, Nagarajan, SS
    • Journal Title

      Neurolmage 2005 Volume 25, May

      Pages: 1056-1067

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] "A probabilistic algorithm for MEG source reconstruction using denoised temporal basis functions learned from the data"

    • Author(s)
      Zumer JM, Attias HT, Sekihara K, Nagarajan SS
    • Journal Title

      Neuroimage. (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] "Five-dimensional neuroimaging: Localization of the time-frequency dynamics of cortical activity"

    • Author(s)
      Dalal SS, Guggisberg AG, Edwards E, Sekihara K, Findlay AM, Canolty RT, Berger MS, Knight RT, Barbaro NM, Kirsch HE, Nagarajan SS
    • Journal Title

      Neuroimage. (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Spatial localization of cortical time-frequency dynamics2007

    • Author(s)
      Dalal SS., Guggisberg AG, Edwards E, Sekihara K, et. al.
    • Organizer
      IEEE Engineering Medicine & Biology Society Conference
    • Place of Presentation
      Bron,France,
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Adaptive Spatial filter and Adaptive Inverse Modeling for Electromagnet is Source Imaging2007

    • Author(s)
      Sekihara K.
    • Organizer
      The 6th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart
    • Place of Presentation
      Hangzhou,China
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] EM Algorithms generating MCE and FOCUSS2007

    • Author(s)
      Wipf D, Sekihara K, and Nagarajan S
    • Organizer
      The 6th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart
    • Place of Presentation
      Hangzhou,China
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Spatial localization of cortical time-frequency dynamics2007

    • Author(s)
      Dalal, SS., Guggisberg, AG, Ewards E., Sekihara, K, et. al.
    • Organizer
      IEEE Engineering Medicine & Biology Society Conference
    • Place of Presentation
      Bron, France
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] Adaptive Spatial filter and Adaptive Inverse Modeling for Electromagnetic Source Imaging2007

    • Author(s)
      Sekihara, K
    • Organizer
      The 6th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart Hangzhou
    • Place of Presentation
      China
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] EM Algorithms generating MCE and FOCUSS2007

    • Author(s)
      Wipf, D., Sekihara, K., Nagarajan, S.
    • Organizer
      The 6th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart
    • Place of Presentation
      Hangzhou, China
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Adaptive Spatial filter and Adaptive Inverse Modeling for Electromagnetic Source Imaging2007

    • Author(s)
      Sekihara K
    • Organizer
      The 6th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart
    • Place of Presentation
      Hangzhou, China
    • Related Report
      2007 Annual Research Report
  • [Presentation] EM Algorithms generating MCE and FOCUSS"2007

    • Author(s)
      Wipf D, Sekihara K, and Nagarajan S
    • Organizer
      The 6th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart,
    • Place of Presentation
      Hangzhou, China,
    • Related Report
      2007 Annual Research Report
  • [Presentation] Prewhitening Signal Covariance Estimation and Prewhitening Beamforming2006

    • Author(s)
      Sekihara K.
    • Organizer
      15th International Conference on Biomagnetism
    • Place of Presentation
      Vancouver,Canada
    • Year and Date
      2006-08-20
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Prewhitening Signal Covariance Estimat ion and Prewhitening Beamforming2006

    • Author(s)
      Sekihara, K
    • Organizer
      15th International Conference on Biomagnetism Vancouver
    • Place of Presentation
      Canada
    • Year and Date
      2006-08-20
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Adaptive spatial filter technique:its application to MEG/EEG functional source imaging2006

    • Author(s)
      Sekihara K.
    • Organizer
      World Congress on Medical Physics and Biomedical Engineering 2006
    • Place of Presentation
      Seoul,Korea
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Adaptive spatial filter technique : its appl ication to MEG/EEG functional source imaging2006

    • Author(s)
      Sekihara, K
    • Organizer
      World Congress on Medical Physics and Biomedical Engineering 2006 Seoul
    • Place of Presentation
      Korea
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Influence of low/high-rank interferences on adaptive beamformer source reconstruction2005

    • Author(s)
      Sekihara K.
    • Organizer
      The Joint Meeting of 5th International Conference on Bioelectromagnetism and 5th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart(BEM&NFSI)
    • Place of Presentation
      Minneapolis,Mimesota
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Influence of low/high-rank interferences on adaptive beamformer source reconstruction2005

    • Author(s)
      Sekihara, K
    • Organizer
      The Joint Meeting of 5th International Conference on Bioelectromagnetism and 5th International Symposium on Noninvasive Functional Source Imaging within the Human Brain and Heart (BEM&NFSI) Minneapolis
    • Place of Presentation
      Minnesota
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Comparison between adaptive and non-adaptive spatial-filter performances2004

    • Author(s)
      Sekihara K.
    • Organizer
      Satellite Symposium at Biomag2004
    • Place of Presentation
      Cambridge,Massachusetts
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] An overview of beamformer approaches:Basic principles,underlying assumptions,and major causes of errors2004

    • Author(s)
      Sekihara K.
    • Organizer
      14th International Conference on Biomagnetism
    • Place of Presentation
      Boston,Massachusetts
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Comparison between adaptive and non-a daptive spatial-filter performances2004

    • Author(s)
      Sekihara, K
    • Organizer
      Satellite Symposium at Biomag
    • Place of Presentation
      Cambridge, Massachusetts
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] An overview of beamformer approaches : Basic principles, underlying assumptions, and major c auses of errors2004

    • Author(s)
      Sekihara, K
    • Organizer
      14th International Conference on Biomagnetism Boston
    • Place of Presentation
      Massachusetts
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Book] "Adaptive Spatial Filter for Electromagnetic Brain Imaging"2008

    • Author(s)
      K.Selcihara, and S.S.Nagarajan
    • Publisher
      Springer Verlag(出版決定)
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Book] Neuromagnetic Source Reconstruction and Inverse Modeling in Modeling and Imaging of Bioelectric Activity - Principles and Applications2004

    • Author(s)
      K.Sekihara, S.S.Nagarajan
    • Total Pages
      37
    • Publisher
      Kluwer Academic/Plenum Publishers
    • Related Report
      2004 Annual Research Report
  • [Remarks] 「研究成果報告書概要(和文)」より

    • URL

      http://www.tmit.ac.jp/~sekihara/

    • Related Report
      2007 Final Research Report Summary
  • [Remarks]

    • URL

      http://www.tmit.ac.jp/~sekihara/

    • Related Report
      2007 Annual Research Report

URL: 

Published: 2004-04-01   Modified: 2016-04-21  

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