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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
发表期刊NEUROSCIENCE BULLETIN
ISSN1673-7067
文章类型Review
卷号28期号:4页码:399-408
产权排序1
摘要Multivariate 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.
关键词multivariate analysis fMRI pattern recognition computational biology
学科领域Psychology Research Method
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收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China [30900366, 31070905]
项目简介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记录号WOS:000307349900007
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被引频次:19[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/12910
专题中国科学院行为科学重点实验室
通讯作者Yang, Z (reprint author), Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China.
作者单位1.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
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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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