Hierarchical Bayesian estimates of distributed MEG sources: theoretical aspects and comparison of variational and MCMC methods

Aapo Nummenmaa; Toni Auranen; Matti S. Hämäläinen; Iiro P. Jääskeläinen; Jouko Lampinen; Mikko Sams; Aki Vehtari

doi:10.1016/j.neuroimage.2006.05.001

Hierarchical Bayesian estimates of distributed MEG sources: theoretical aspects and comparison of variational and MCMC methods

Aapo Nummenmaa, Toni Auranen, Matti S. Hämäläinen, Iiro P. Jääskeläinen, Jouko Lampinen, Mikko Sams, Aki Vehtari

Department of Neuroscience and Biomedical Engineering

Athinoula A. Martinos Center for Biomedical Imaging

Research output: Contribution to journal › Article › Scientific › peer-review

58 Citations (Scopus)

Original language	English
Pages (from-to)	669-685
Number of pages	17
Journal	NeuroImage
Volume	35
Issue number	2
DOIs	https://doi.org/10.1016/j.neuroimage.2006.05.001
Publication status	Published - 2007
MoE publication type	A1 Journal article-refereed

Keywords

hierarchical modeling
Markov chain Monte Carlo
MEG source reconstruction
sensitivity analysis
variational Bayes

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10.1016/j.neuroimage.2006.05.001

Cite this

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title = "Hierarchical Bayesian estimates of distributed MEG sources: theoretical aspects and comparison of variational and MCMC methods",

keywords = "hierarchical modeling, Markov chain Monte Carlo, MEG source reconstruction, sensitivity analysis, variational Bayes, hierarchical modeling, Markov chain Monte Carlo, MEG source reconstruction, sensitivity analysis, variational Bayes, hierarchical modeling, Markov chain Monte Carlo, MEG source reconstruction, sensitivity analysis, variational Bayes",

author = "Aapo Nummenmaa and Toni Auranen and H{\"a}m{\"a}l{\"a}inen, {Matti S.} and J{\"a}{\"a}skel{\"a}inen, {Iiro P.} and Jouko Lampinen and Mikko Sams and Aki Vehtari",

year = "2007",

doi = "10.1016/j.neuroimage.2006.05.001",

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volume = "35",

pages = "669--685",

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T1 - Hierarchical Bayesian estimates of distributed MEG sources: theoretical aspects and comparison of variational and MCMC methods

AU - Nummenmaa, Aapo

AU - Auranen, Toni

AU - Hämäläinen, Matti S.

AU - Jääskeläinen, Iiro P.

AU - Lampinen, Jouko

AU - Sams, Mikko

AU - Vehtari, Aki

PY - 2007

Y1 - 2007

KW - hierarchical modeling

KW - Markov chain Monte Carlo

KW - MEG source reconstruction

KW - sensitivity analysis

KW - variational Bayes

KW - hierarchical modeling

KW - Markov chain Monte Carlo

KW - MEG source reconstruction

KW - sensitivity analysis

KW - variational Bayes

KW - hierarchical modeling

KW - Markov chain Monte Carlo

KW - MEG source reconstruction

KW - sensitivity analysis

KW - variational Bayes

UR - http://dx.doi.org/10.1016/j.neuroimage.2006.05.001

U2 - 10.1016/j.neuroimage.2006.05.001

DO - 10.1016/j.neuroimage.2006.05.001

M3 - Article

SN - 1053-8119

VL - 35

SP - 669

EP - 685

JO - NeuroImage

JF - NeuroImage

IS - 2

ER -

Hierarchical Bayesian estimates of distributed MEG sources: theoretical aspects and comparison of variational and MCMC methods

Keywords

Access to Document

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