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个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:外国语学院院长、党委副书记
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:外国语学院
学科:外国语言学及应用语言学
办公地点:外国语学院
联系方式:0411-84707871
电子邮箱:chenhj@dlut.edu.cn
Discriminate Brain States from fMRI Images Using Fuzzy Support Vector Machines
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论文类型:会议论文
发表时间:2008-12-21
收录刊物:EI、CPCI-S、Scopus
卷号:2
页面范围:567-571
摘要:It is useful to know the sequence of hidden brain states that subjects pass through when performing some complicated tasks. In this paper, we focus on classifying n-class brain states front fMRI data using fuzzy SVMS. First, each fMRI image is processed and transformed to normalized coordinates. Then, the features are extracted, based on the activities of voxel and the index of Brodmann's areas which are used as input Vectors to train the classifiers of fuzzy SVMs. The results of the study on Chinese character vs. English character, which contain six types of brain states, indicate it is feasible for either single subject brain classification or multiple human subjects'.