Finer discrimination of brain activation with local multivariate distance
文献类型：期刊论文
| 作者 | Zhen Zonglei; Tian Jie ; Zhang Hui; Tian, Jie
|
| 刊名 | PROGRESS IN NATURAL SCIENCE
 |
| 出版日期 | 2007-12-01 |
| 卷号 | 17期号:12页码:1508-1514 |
| 关键词 | functional magnetic resonance imaging (fMRI) statistical analysis multivariate distance local pattern pattern classification |
| 通讯作者 | Tian, Jie |
| 英文摘要 | The organization of human brain function is diverse on different spatial scales. Various cognitive states are always represented as distinct activity patterns across the specific brain region on fine scales. Conventional univariate analysis of functional MRI data seeks to determine how a particular cognitive state is encoded in brain activity by analyzing each voxel separately without considering the fine-scale patterns information contained in the local brain regions. In this paper, a local multivariate distance mapping (LMDM) technique is proposed to detect the brain activation and to map the fine-scale brain activity patterns. LMDM directly represents the local brain activity with the patterns across multiple voxels rather than individual voxels, and it employs the multivariate distance between different patterns to discriminate the brain state on fine scales. Experiments with simulated and real fMRI data demonstrate that LMDM technique can dramatically increase the sensitivity of the detection for the fine-scale brain activity patterns which contain the subtle information of the experimental conditions. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Materials Science, Multidisciplinary ; Multidisciplinary Sciences |
| 研究领域[WOS] | Materials Science ; Science & Technology - Other Topics |
| 关键词[WOS] | FALSE DISCOVERY RATE ; FUSIFORM FACE AREA ; FUNCTIONAL MRI ; FMRI ; REPRESENTATIONS ; PERCEPTION ; OBJECTS ; CORTEX |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000253164300016 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9390]  |
| 专题 | 自动化研究所_09年以前成果 |
| 通讯作者 | Tian, Jie |
| 作者单位 | Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Med Image Proc Grp, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhen Zonglei,Tian Jie,Zhang Hui,et al. Finer discrimination of brain activation with local multivariate distance[J]. PROGRESS IN NATURAL SCIENCE,2007,17(12):1508-1514. |
| APA | Zhen Zonglei,Tian Jie,Zhang Hui,&Tian, Jie.(2007).Finer discrimination of brain activation with local multivariate distance.PROGRESS IN NATURAL SCIENCE,17(12),1508-1514. |
| MLA | Zhen Zonglei,et al."Finer discrimination of brain activation with local multivariate distance".PROGRESS IN NATURAL SCIENCE 17.12(2007):1508-1514. |
入库方式： OAI收割
来源：自动化研究所
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