A Fast Fuzzy Clustering Algorithm for Complex Networks via a Generalized Momentum Method
文献类型：期刊论文
| 作者 | Hu, Lun5; Pan, Xiangyu4; Tang, Zehai4; Luo, Xin1,2,3
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| 刊名 | IEEE TRANSACTIONS ON FUZZY SYSTEMS
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| 出版日期 | 2022-09-01 |
| 卷号 | 30期号:9页码:3473-3485 |
| ISSN号 | 1063-6706 |
| 关键词 | Complex network computational intelligence data science fuzzy clustering generalized momentum |
| DOI | 10.1109/TFUZZ.2021.3117442 |
| 通讯作者 | Luo, Xin(luoxin21@cigit.ac.cn) |
| 英文摘要 | Complex networks have been widely adopted to represent a variety of complicated systems. Given a complex network, it is of great significance to perform accurate clustering for better understanding its intrinsic organization. To this end, a fuzzy-based clustering algorithm, i.e., FCAN, has been developed. Though effective, FCAN suffers from the disadvantage of slow convergence, which in return constrains its efficiency. To address this issue, this article proposes a fast fuzzy clustering algorithm, namely, F(2)CAN, which incorporates a generalized momentum method into FCAN. Its fast convergence is rigorous justified in theory. Empirical studies on five datasets from real applications demonstrate that F(2)CAN achieves a better performance when compared with FCAN and several state-of-the-art clustering algorithms in terms of convergence rate and clustering accuracy simultaneously. Hence, F(2)CAN has potential for addressing the clustering analysis of large-scale complex networks emerging from industrial applications. |
| 资助项目 | Natural Science Foundation of Xinjiang Uygur Autonomous Region[2021D01D05] ; National Natural Science Foundation of China[61772493] ; Natural Science Foundation of Chongqing (China)[cstc2019jcyjjqX0013] ; Chongqing Research Program of Technology Innovation and Application[cstc2018jcyjAX0703] ; Pioneer Hundred Talents Program of the Chinese Academy of Sciences ; CAAI-Huawei MindSpore Open Fund[CAAIXSJLJJ-2020-004B] |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| WOS记录号 | WOS:000848264000010 |
| 源URL | [http://119.78.100.138/handle/2HOD01W0/16512]  |
| 专题 | 中国科学院重庆绿色智能技术研究院 |
| 通讯作者 | Luo, Xin |
| 作者单位 | 1.Univ Chinese Acad Sci, Chongqing Sch, Chongqing 400714, Peoples R China 2.Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing 400714, Peoples R China 3.Chinese Acad Sci, Chongqing Engn Res Ctr Big Data Applicat Smart Ci, Chongqing Key Lab Big Data & Intelligent Comp, Chongqing 400714, Peoples R China 4.Wuhan Univ Technol, Sch Comp Sci & Technol, Wuhan 430070, Peoples R China 5.Chinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Urumqi 830011, Peoples R China |
| 推荐引用方式 GB/T 7714 | Hu, Lun,Pan, Xiangyu,Tang, Zehai,et al. A Fast Fuzzy Clustering Algorithm for Complex Networks via a Generalized Momentum Method[J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS,2022,30(9):3473-3485. |
| APA | Hu, Lun,Pan, Xiangyu,Tang, Zehai,&Luo, Xin.(2022).A Fast Fuzzy Clustering Algorithm for Complex Networks via a Generalized Momentum Method.IEEE TRANSACTIONS ON FUZZY SYSTEMS,30(9),3473-3485. |
| MLA | Hu, Lun,et al."A Fast Fuzzy Clustering Algorithm for Complex Networks via a Generalized Momentum Method".IEEE TRANSACTIONS ON FUZZY SYSTEMS 30.9(2022):3473-3485. |
入库方式： OAI收割
来源：重庆绿色智能技术研究院
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