Detecting Community Structures in Patients with Peripheral Nervous System Disorders

被引:0
作者
Hosseinioun, Morteza [1 ,2 ,3 ,4 ]
Hemmatyar, Ali Mohammad Afshin [1 ]
Ahmadifar, Saeid [2 ]
Samiee, Hojjat [3 ]
Ghahramani, S. AmirAli Gh. [4 ]
机构
[1] Sharif Univ Technol, Azadi Ave, Tehran, Iran
[2] Stavanger Univ, Kjell Arholms Gate 41, N-4021 Stavanger, Norway
[3] Univ Calif Davis, 1 Shields Ave, Davis, CA 95616 USA
[4] Sharif Univ Technol, Int Campus, Kish Island, Iran
来源
COMPLEX NETWORKS & THEIR APPLICATIONS XII, VOL 2, COMPLEX NETWORKS 2023 | 2024年 / 1142卷
关键词
Bipartite Network; Community Detection; Graph Projection; Peripheral Nervous System; BIPARTITE; DIFFUSION; NETWORKS;
D O I
10.1007/978-3-031-53499-7_14
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Identifying sub-networks showing similar properties, referred to as community detection, is a challenging task in network analysis. This challenge becomes even more formidable in bipartite networks. The focus of this study is the patients with problems in their Peripheral Nerve System. To this aim, we engaged the assistance of spinal specialty clinics in the collection of necessary Data. We employ the bipartite network to represent the relationship between the patients and their symptoms and disorders. The resulting bipartite network showcases unequally sized sets of nodes, making community detection more challenging. The principal purpose of this study is to develop a new, practically relevant method for finding communities inside such networks. As such, we propose the Bi-MRComSim algorithm which applies different methods to transform the bipartite network to a unipartite one that can find meaningful communities between patients that coincide 85% of the time with diagnoses issued by physicians.
引用
收藏
页码:172 / 184
页数:13
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