Literature DB >> 22425670

Multivariate pattern analysis of fMRI: the early beginnings.

James V Haxby1.   

Abstract

In 2001, we published a paper on the representation of faces and objects in ventral temporal cortex that introduced a new method for fMRI analysis, which subsequently came to be called multivariate pattern analysis (MVPA). MVPA now refers to a diverse set of methods that analyze neural responses as patterns of activity that reflect the varying brain states that a cortical field or system can produce. This paper recounts the circumstances and events that led to the original study and later developments and innovations that have greatly expanded this approach to fMRI data analysis, leading to its widespread application.
Copyright © 2012 Elsevier Inc. All rights reserved.

Entities:  

Mesh:

Year:  2012        PMID: 22425670      PMCID: PMC3389290          DOI: 10.1016/j.neuroimage.2012.03.016

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


  31 in total

1.  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

2.  Partially distributed representations of objects and faces in ventral temporal cortex.

Authors:  Alice J O'Toole; Fang Jiang; Hervé Abdi; James V Haxby
Journal:  J Cogn Neurosci       Date:  2005-04       Impact factor: 3.225

3.  Beyond mind-reading: multi-voxel pattern analysis of fMRI data.

Authors:  Kenneth A Norman; Sean M Polyn; Greg J Detre; James V Haxby
Journal:  Trends Cogn Sci       Date:  2006-08-08       Impact factor: 20.229

Review 4.  Decoding mental states from brain activity in humans.

Authors:  John-Dylan Haynes; Geraint Rees
Journal:  Nat Rev Neurosci       Date:  2006-07       Impact factor: 34.870

Review 5.  Theoretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data.

Authors:  Alice J O'Toole; Fang Jiang; Hervé Abdi; Nils Pénard; Joseph P Dunlop; Marc A Parent
Journal:  J Cogn Neurosci       Date:  2007-11       Impact factor: 3.225

Review 6.  Revealing representational content with pattern-information fMRI--an introductory guide.

Authors:  Marieke Mur; Peter A Bandettini; Nikolaus Kriegeskorte
Journal:  Soc Cogn Affect Neurosci       Date:  2009-01-17       Impact factor: 3.436

7.  Face-specific processing in the human fusiform gyrus.

Authors:  G McCarthy; A Puce; J C Gore; T Allison
Journal:  J Cogn Neurosci       Date:  1997       Impact factor: 3.225

8.  Distributed and overlapping representations of faces and objects in ventral temporal cortex.

Authors:  J V Haxby; M I Gobbini; M L Furey; A Ishai; J L Schouten; P Pietrini
Journal:  Science       Date:  2001-09-28       Impact factor: 47.728

9.  The representation of biological classes in the human brain.

Authors:  Andrew C Connolly; J Swaroop Guntupalli; Jason Gors; Michael Hanke; Yaroslav O Halchenko; Yu-Chien Wu; Hervé Abdi; James V Haxby
Journal:  J Neurosci       Date:  2012-02-22       Impact factor: 6.167

10.  Identifying natural images from human brain activity.

Authors:  Kendrick N Kay; Thomas Naselaris; Ryan J Prenger; Jack L Gallant
Journal:  Nature       Date:  2008-03-05       Impact factor: 49.962

View more
  79 in total

1.  The Role of the Parietal Cortex in the Representation of Task-Reward Associations.

Authors:  David Wisniewski; Carlo Reverberi; Ida Momennejad; Thorsten Kahnt; John-Dylan Haynes
Journal:  J Neurosci       Date:  2015-09-09       Impact factor: 6.167

2.  Applications of multivariate modeling to neuroimaging group analysis: a comprehensive alternative to univariate general linear model.

Authors:  Gang Chen; Nancy E Adleman; Ziad S Saad; Ellen Leibenluft; Robert W Cox
Journal:  Neuroimage       Date:  2014-06-17       Impact factor: 6.556

3.  Multivariate group-level analysis for task fMRI data with canonical correlation analysis.

Authors:  Xiaowei Zhuang; Zhengshi Yang; Karthik R Sreenivasan; Virendra R Mishra; Tim Curran; Rajesh Nandy; Dietmar Cordes
Journal:  Neuroimage       Date:  2019-03-17       Impact factor: 6.556

4.  Brain connection pattern under interoceptive attention state predict interoceptive intensity and subjective anxiety feeling.

Authors:  Xinran Wu; Liang Shi; Dongtao Wei; Jiang Qiu
Journal:  Hum Brain Mapp       Date:  2018-12-07       Impact factor: 5.038

5.  Neuroanatomical and functional substrates of the greed personality trait.

Authors:  Qiang Wang; Shiyu Wei; Hohjin Im; Manman Zhang; Pinchun Wang; Yuxuan Zhu; Yajie Wang; Xuejun Bai
Journal:  Brain Struct Funct       Date:  2021-03-08       Impact factor: 3.270

6.  Patterns and networks of language control in bilingual language production.

Authors:  Qiming Yuan; Junjie Wu; Man Zhang; Zhaoqi Zhang; Mo Chen; Guosheng Ding; Chunming Lu; Taomei Guo
Journal:  Brain Struct Funct       Date:  2021-01-27       Impact factor: 3.270

7.  Lexical learning in a new language leads to neural pattern similarity with word reading in native language.

Authors:  Huiling Li; Jing Qu; Chuansheng Chen; Yanjun Chen; Gui Xue; Lei Zhang; Chengrou Lu; Leilei Mei
Journal:  Hum Brain Mapp       Date:  2018-08-23       Impact factor: 5.038

8.  How Multiple Retrievals Affect Neural Reactivation in Young and Older Adults.

Authors:  Marie St-Laurent; Bradley R Buchsbaum
Journal:  J Gerontol B Psychol Sci Soc Sci       Date:  2019-09-15       Impact factor: 4.077

9.  Local response heterogeneity indexes experience-based neural differentiation in reading.

Authors:  Jeremy J Purcell; Brenda Rapp
Journal:  Neuroimage       Date:  2018-08-01       Impact factor: 6.556

10.  I lie, why don't you: Neural mechanisms of individual differences in self-serving lying.

Authors:  Lijun Yin; Bernd Weber
Journal:  Hum Brain Mapp       Date:  2018-10-24       Impact factor: 5.038

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.