Network participation indices:: characterizing componet roles for information processing in neural networks

被引:74
作者
Kötter, R
Stephan, KE
机构
[1] Univ Dusseldorf, Inst Anat 2, D-40225 Dusseldorf, Germany
[2] Univ Dusseldorf, C&O Vogt Brain Res Inst, D-40225 Dusseldorf, Germany
[3] Forschungszentrum Julich, Inst Med, D-52425 Julich, Germany
[4] Newcastle Univ, Dept Psychol, Neural Syst Grp, Newcastle Upon Tyne NE2 4HH, Tyne & Wear, England
关键词
anatomical connectivity; cerebral cortex; cluster analysis; connectivity matrix; functional impact; graph theory; large-scale connectivity; neural network; ANTERIOR CINGULATE CORTEX; FUNCTIONAL CONNECTIVITY; ANATOMICAL CONNECTIVITY; PREFRONTAL CORTEX; VISUAL PATHWAYS; CORTICAL AREAS; ORGANIZATION; BRAIN; SYSTEM; MODULATION;
D O I
10.1016/j.neunet.2003.06.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a set of indices that characterize-on the basis of connectivity data-how a network node participates in a larger network and what roles it may take given the specific sub-network of interest. These Network Participation Indices are derived from simple graph theoretic measures and have the interesting property of linking local features of individual network components to distributed properties that arise within the network as a whole. We use connectivity data on large-scale cortical networks to demonstrate the virtues of this approach and highlight some interesting features that had not been brought up in previously published material. Some implications of our approach for defining network characteristics relevant to functional segregation and functional integration, for example, from functional imaging studies are discussed. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1261 / 1275
页数:15
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