Finding Community Modules of Brain Networks Based on PSO with Uniform Design
Joint Authors
Zhang, Jie
Zhu, Xiaoshu
Liao, Bo
Tang, Lingkai
Wu, Fang-Xiang
Source
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-11-17
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Abstract EN
The brain has the most complex structures and functions in living organisms, and brain networks can provide us an effective way for brain function analysis and brain disease detection.
In brain networks, there exist some important neural unit modules, which contain many meaningful biological insights.
It is appealing to find the neural unit modules and obtain their affiliations.
In this study, we present a novel method by integrating the uniform design into the particle swarm optimization to find community modules of brain networks, abbreviated as UPSO.
The difference between UPSO and the existing ones lies in that UPSO is presented first for detecting community modules.
Several brain networks generated from functional MRI for studying autism are used to verify the proposed algorithm.
Experimental results obtained on these brain networks demonstrate that UPSO can find community modules efficiently and outperforms the other competing methods in terms of modularity and conductance.
Additionally, the comparison of UPSO and PSO also shows that the uniform design plays an important role in improving the performance of UPSO.
American Psychological Association (APA)
Zhang, Jie& Tang, Lingkai& Liao, Bo& Zhu, Xiaoshu& Wu, Fang-Xiang. 2019. Finding Community Modules of Brain Networks Based on PSO with Uniform Design. BioMed Research International،Vol. 2019, no. 2019, pp.1-14.
https://search.emarefa.net/detail/BIM-1125734
Modern Language Association (MLA)
Zhang, Jie…[et al.]. Finding Community Modules of Brain Networks Based on PSO with Uniform Design. BioMed Research International No. 2019 (2019), pp.1-14.
https://search.emarefa.net/detail/BIM-1125734
American Medical Association (AMA)
Zhang, Jie& Tang, Lingkai& Liao, Bo& Zhu, Xiaoshu& Wu, Fang-Xiang. Finding Community Modules of Brain Networks Based on PSO with Uniform Design. BioMed Research International. 2019. Vol. 2019, no. 2019, pp.1-14.
https://search.emarefa.net/detail/BIM-1125734
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1125734