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Beyond existing multi-view clustering, this paper studies a more realistic clustering scenario, referred to as incomplete multi-view clustering, where a number of data instances are missing in certain views.
Matrix perturbation theory
G. W. Stewart and Jiguang Sun · 1990
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The Laplacian spectrum of graphs
Bojan Mohar, Y Alavi, G Chartrand, and OR Oellermann · 1991
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On spectral clustering: Analysis and an algorithm
Andrew Y. Ng, Michael I. Jordan, and Yair Weiss · 2001
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Non-negative matrix factorization on manifold
Deng Cai, Xiaofei He, Xiaoyun Wu, and Jiawei Han · 2008
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Matrix completion with noise
Emmanuel J Candes and Yaniv Plan · 2010
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Performance analysis of spectral clustering on compressed, incomplete and inaccurate measurements
Blake Hunter and Thomas Strohmer · 2010
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Partial multi-view clustering
Shao-Yuan Li, Yuan Jiang, and Zhi-Hua Zhou · 2014
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Large scale spectral clustering via landmark-based sparse representation
Deng Cai and Xinlei Chen · 2015
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Large-scale multi-view spectral clustering via bipartite graph
Yeqing Li, Feiping Nie, Heng Huang, and Junzhou Huang · 2015
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Multiple incomplete views clustering via weighted nonnegative matrix factorization with l 2 , 1 l_{2,1} regularization
Weixiang Shao, Lifang He, and Philip S. Yu · 2015
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Multi-view learning with incomplete views
Chang Xu, Dacheng Tao, and Chao Xu · 2015
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The constrained Laplacian rank algorithm for graph-based clustering
Feiping Nie, Xiaoqian Wang, Michael I. Jordan, and Heng Huang · 2016
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Incomplete multi-modal visual data grouping
Handong Zhao, Hongfu Liu, and Yun Fu · 2016
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A survey on multi-view clustering
Guoqing Chao, Shiliang Sun, and Jinbo Bi · 2017
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Unified subspace learning for incomplete and unlabeled multi-view data
Qiyue Yin, Shu Wu, and Liang Wang · 2017
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Yang Cai, Yuanyuan Jiao, Wenzhang Zhuge, Hong Tao, and Chenping Hou · 2018
Partial multi-view clustering via consistent GAN
Qianqian Wang, Zhengming Ding, Zhiqiang Tao, Quanxue Gao, and Yun Fu · 2018
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Incomplete multiview spectral clustering with adaptive graph learning
Jie Wen, Yong Xu, and Hong Liu · 2018
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Multi-view clustering: A survey
Yan Yang and Hao Wang · 2018
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Incomplete multi-view clustering via deep semantic mapping
Liang Zhao, Zhikui Chen, Yi Yang, Z Jane Wang, and Victor CM Leung · 2018
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Localized incomplete multiple kernel k-means
Xinzhong Zhu, Xinwang Liu, Miaomiao Li, En Zhu, Li Liu, Zhiping Cai, Jianping Yin, and Wen Gao · 2018
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Weighted multi-view spectral clustering based on spectral perturbation
Linlin Zong, Xianchao Zhang, Xinyue Liu, and Hong Yu · 2018
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