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Recent developments in multivariate pattern analysis for functional MRI
Yang, Zhi1; Fang, Fang2,3; Weng, Xuchu2; Yang, Z (reprint author), Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China.
2012-08-01
Source PublicationNEUROSCIENCE BULLETIN
ISSN1673-7067
SubtypeReview
Volume28Issue:4Pages:399-408
Contribution Rank1
AbstractMultivariate pattern analysis (MVPA) is a recently-developed approach for functional magnetic resonance imaging (fMRI) data analyses. Compared with the traditional univariate methods, MVPA is more sensitive to subtle changes in multivariate patterns in fMRI data. In this review, we introduce several significant advances in MVPA applications and summarize various combinations of algorithms and parameters in different problem settings. The limitations of MVPA and some critical questions that need to be addressed in future research are also discussed.
Keywordmultivariate analysis fMRI pattern recognition computational biology
Subject AreaPsychology Research Method
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Indexed BySCI
Language英语
Funding OrganizationNational Natural Science Foundation of China [30900366, 31070905]
Project Intro.We thank Professor Georg Northoff for helpful comments in the preparation of the manuscript. This review was supported by grants from the National Natural Science Foundation of China (30900366, 31070905)
WOS IDWOS:000307349900007
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Document Type期刊论文
Identifierhttp://ir.psych.ac.cn/handle/311026/12910
Collection中国科学院行为科学重点实验室
Corresponding AuthorYang, Z (reprint author), Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China.
Affiliation1.Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China
2.Hangzhou Normal Univ, Ctr Cognit & Brain Disorders, Hangzhou 310015, Zhejiang, Peoples R China
3.Peking Univ, Dept Psychol, Beijing 100817, Peoples R China
Recommended Citation
GB/T 7714
Yang, Zhi,Fang, Fang,Weng, Xuchu,et al. Recent developments in multivariate pattern analysis for functional MRI[J]. NEUROSCIENCE BULLETIN,2012,28(4):399-408.
APA Yang, Zhi,Fang, Fang,Weng, Xuchu,&Yang, Z .(2012).Recent developments in multivariate pattern analysis for functional MRI.NEUROSCIENCE BULLETIN,28(4),399-408.
MLA Yang, Zhi,et al."Recent developments in multivariate pattern analysis for functional MRI".NEUROSCIENCE BULLETIN 28.4(2012):399-408.
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