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Split Multiplicative Multi-View Subspace Clustering

文献类型：期刊论文

作者Yang, Zhiyong7,8; Xu, Qianqian6; Zhang, Weigang1,4; Cao, Xiaochun3,7,8; Huang, Qingming2,5,6
刊名IEEE TRANSACTIONS ON IMAGE PROCESSING
出版日期2019-10-01
卷号28期号:10页码:5147-5160
关键词Computational and artificial intelligence artificial intelligence learning systems unsupervised learning and computers and information processing image processing image representation
ISSN号1057-7149
DOI10.1109/TIP.2019.2913096
英文摘要Various subspace clustering methods have been successively developed to process multi-view datasets. Mast of the existing methods try to obtain a consensus structure coefficient matrix based on view-specific subspace recoveries. However, since view-specific structures contain individualized components that are intrinsically different from the consensus structure, directly adopting view-specific subspace structures might not be a reasonable choice. In this paper, with this concern in mind, our goal is to seek novel strategies to extract valuable components from view-specific structures that are consistent with the consensus subspace structure. To this end, we propose a novel multi-view subspace clustering method named split multiplicative multi-view subspace clustering ((SMSC)-S-2) with the joint strength of a multiplicative decomposition scheme and a variable splitting scheme. Specifically, the multiplicative decomposition scheme effectively guarantees the structural consistency of the extracted components. Then, the variable splitting scheme takes a step further via extracting the structural consistent components from view-specific structures. Furthermore, an alternating optimization algorithm is proposed to optimize the resulting optimization problem, which is non-convex and constrained. We prove that this algorithm could converge to a critical point. Finally, we provide empirical studies on real-world datasets that speak to the practical efficacy of our proposed method. The source code is released on GitHub https://github.com/joshuaas/SM2SC.
资助项目National Key Research and Development Program of China[2016YFB0800603] ; National Natural Science Foundation of China[61620106009] ; National Natural Science Foundation of China[U1636214] ; National Natural Science Foundation of China[61836002] ; National Natural Science Foundation of China[61672497] ; National Natural Science Foundation of China[U1605252] ; National Natural Science Foundation of China[61733007] ; National Natural Science Foundation of China[61672514] ; National Basic Research Program of China through the 973 Program[2015CB351800] ; Key Research Program of Frontier Sciences, CAS[QYZDJ-SSW-SYS013] ; Beijing Natural Science Foundation[L182057] ; Beijing Natural Science Foundation[4182079] ; Youth Innovation Promotion Association, CAS ; Shandong Provincial Natural Science Foundation[ZR2017MF001]
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:000482563000001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
源URL[http://119.78.100.204/handle/2XEOYT63/4791]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Xu, Qianqian; Zhang, Weigang
作者单位1.Harbin Inst Technol, Sch Comp Sci & Technol, Weihai 264209, Peoples R China
2.Univ Chinese Acad Sci, Key Lab Big Data Min & Knowledge Management, Beijing 101408, Peoples R China
3.Cyberspace Secur Res Ctr, Peng Chong Lab, Shenzhen 518055, Peoples R China
4.Univ Chinese Acad Sci, Chinese Acad Sci, Beijing 100049, Peoples R China
5.Univ Chinese Acad Sci, Sch Comp Sci & Technol, Beijing 101408, Peoples R China
6.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
7.Univ Chinese Acad Sci, Sch Cyber Secur, Beijing 100049, Peoples R China
8.Chinese Acad Sci, State Key Lab Informat Secur, Inst Informat Engn, Beijing 100093, Peoples R China
推荐引用方式
GB/T 7714		 Yang, Zhiyong,Xu, Qianqian,Zhang, Weigang,et al. Split Multiplicative Multi-View Subspace Clustering[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2019,28(10):5147-5160.
APA Yang, Zhiyong,Xu, Qianqian,Zhang, Weigang,Cao, Xiaochun,&Huang, Qingming.(2019).Split Multiplicative Multi-View Subspace Clustering.IEEE TRANSACTIONS ON IMAGE PROCESSING,28(10),5147-5160.
MLA Yang, Zhiyong,et al."Split Multiplicative Multi-View Subspace Clustering".IEEE TRANSACTIONS ON IMAGE PROCESSING 28.10(2019):5147-5160.

入库方式： OAI收割

来源：计算技术研究所

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