Recent developments in multivariate pattern analysis for functional MRI

	Recent developments in multivariate pattern analysis for functional MRI
	Yang, Zhi1 ; Fang, Fang 2,3; Weng, Xuchu2 ; Yang, Z (reprint author), Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China.
心理所单位排序	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
	2012-08-01
语种	英语
发表期刊	NEUROSCIENCE BULLETIN
ISSN	1673-7067
卷号	28 期号:4 页码:399-408
期刊论文类型	Review
URL	查看原文
收录类别	SCI
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
资助机构	National Natural Science Foundation of China [30900366, 31070905]
引用统计	被引频次：31[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
第一作者单位	中国科学院行为科学重点实验室
推荐引用方式 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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