林秋华

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:女

毕业院校:大连理工大学

学位:博士

所在单位:信息与通信工程学院

学科:信号与信息处理

联系方式:84706002-3326; 84706697

电子邮箱:qhlin@dlut.edu.cn

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SEMI-BLIND INDEPENDENT COMPONENT ANALYSIS OF FUNCTIONAL MRI ELICITED BY CONTINUOUS LISTENING TO MUSIC

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论文类型:会议论文

发表时间:2013-05-26

收录刊物:EI、CPCI-S、Scopus

页面范围:1310-1314

关键字:independent component analysis; semi-blind; acoustic features; natural music; functional magnetic resonance imaging

摘要:This study presents a method to analyze blood-oxygen-level-dependent (BOLD) functional magnetic resonance imaging (tMRI) signals associated with listening to continuous music. Semi-blind independent component analysis (ICA) was applied to decompose the tMRI data to source level activation maps and their respective temporal courses. The unmixing matrix in the source separation process of ICA was constrained by a variety of acoustic features derived from the piece of music used as the stimulus in the experiment. This allowed more stable estimation and extraction of more activation maps of interest compared to conventional ICA methods.