Literature DB >> 17258473

Graphical-model-based multivariate analysis of functional magnetic-resonance data.

Rong Chen1, Edward H Herskovits.   

Abstract

We propose a method for the analysis of functional magnetic-resonance (fMR) data, based on a Bayesian-network representation. Our method identifies multivariate linear/nonlinear voxel-activation pattern differences across groups, which may provide information complementary to that resulting from a general linear model (GLM)-based analysis. In addition, we describe a model-stabilization method based on data resampling, which may be helpful in the presence of small numbers of subjects, or when data are noisy.

Mesh：

Year:  2007        PMID： 17258473      PMCID： PMC2427148          DOI： 10.1016/j.neuroimage.2006.11.040

Source DB:  PubMed          Journal:  Neuroimage        ISSN： 1053-8119            Impact factor:   6.556


  18 in total

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Review 2.  Degeneracy and complexity in biological systems.

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Journal:  J Cogn Neurosci       Date:  2002-10-01       Impact factor: 3.225

5.  ICA of fMRI group study data.

Authors:  Markus Svensén; Frithjof Kruggel; Habib Benali
Journal:  Neuroimage       Date:  2002-07       Impact factor: 6.556

6.  Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex.

Authors:  David D Cox; Robert L Savoy
Journal:  Neuroimage       Date:  2003-06       Impact factor: 6.556

7.  Independent component analysis of fMRI group studies by self-organizing clustering.

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8.  Graphical-Model-based Morphometric Analysis.

Authors:  Rong Chen; Edward H Herskovits
Journal:  IEEE Trans Med Imaging       Date:  2005-10       Impact factor: 10.048

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Journal:  J Cogn Neurosci       Date:  2002-02-15       Impact factor: 3.225
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  12 in total

1.  Advanced Connectivity Analysis (ACA): a Large Scale Functional Connectivity Data Mining Environment.

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2.  Clinical diagnosis based on bayesian classification of functional magnetic-resonance data.

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Journal:  Neuroinformatics       Date:  2007

3.  Graphical model based multivariate analysis (GAMMA): an open-source, cross-platform neuroimaging data analysis software package.

Authors:  Rong Chen; Edward H Herskovits
Journal:  Neuroinformatics       Date:  2012-04

4.  Identification of minimal hepatic encephalopathy in patients with cirrhosis based on white matter imaging and Bayesian data mining.

Authors:  H-J Chen; R Chen; M Yang; G-J Teng; E H Herskovits
Journal:  AJNR Am J Neuroradiol       Date:  2014-12-11       Impact factor: 3.825

5.  Functional Magnetic Resonance Imaging Studies in Sexual Medicine: A Primer.

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6.  A two-level multimodality imaging Bayesian network approach for classification of partial epilepsy: preliminary data.

Authors:  Susanne G Mueller; Karl Young; Miriam Hartig; Jerome Barakos; Paul Garcia; Kenneth D Laxer
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7.  Learning brain connectivity of Alzheimer's disease by sparse inverse covariance estimation.

Authors:  Shuai Huang; Jing Li; Liang Sun; Jieping Ye; Adam Fleisher; Teresa Wu; Kewei Chen; Eric Reiman
Journal:  Neuroimage       Date:  2010-01-14       Impact factor: 6.556

8.  Examining the multifactorial nature of a cognitive process using Bayesian brain-behavior modeling.

Authors:  Rong Chen; Edward H Herskovits
Journal:  Comput Med Imaging Graph       Date:  2014-05-10       Impact factor: 4.790

9.  Tract-based Bayesian multivariate analysis of mild traumatic brain injury.

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Journal:  Comput Math Methods Med       Date:  2014-03-10       Impact factor: 2.238

10.  Altered Cerebellar White Matter Integrity in Patients with Mild Traumatic Brain Injury in the Acute Stage.

Authors:  Zhongqiu Wang; Wenzhong Wu; Yongkang Liu; Tianyao Wang; Xiao Chen; Jianhua Zhang; Guoxing Zhou; Rong Chen
Journal:  PLoS One       Date:  2016-03-11       Impact factor: 3.240
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