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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Efficient and Effective Incomplete Multi-View Clustering

February 1, 2023

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Authors

Xinwang Liu

National University of Defense Technology


Xinzhong Zhu

Zhejiang Normal University


Miaomiao Li

Changsha University


Chang Tang

China University of Geosciences


En Zhu

National University of Defense Technology


Jianping Yin

Dongguan University of Technology


Wen Gao

Peking University


DOI:

10.1609/aaai.v33i01.33014392


Abstract:

Incomplete multi-view clustering (IMVC) optimally fuses multiple pre-specified incomplete views to improve clustering performance. Among various excellent solutions, the recently proposed multiple kernel k-means with incomplete kernels (MKKM-IK) forms a benchmark, which redefines IMVC as a joint optimization problem where the clustering and kernel matrix imputation tasks are alternately performed until convergence. Though demonstrating promising performance in various applications, we observe that the manner of kernel matrix imputation in MKKM-IK would incur intensive computational and storage complexities, overcomplicated optimization and limitedly improved clustering performance. In this paper, we propose an Efficient and Effective Incomplete Multi-view Clustering (EE-IMVC) algorithm to address these issues. Instead of completing the incomplete kernel matrices, EE-IMVC proposes to impute each incomplete base matrix generated by incomplete views with a learned consensus clustering matrix. We carefully develop a three-step iterative algorithm to solve the resultant optimization problem with linear computational complexity and theoretically prove its convergence. Further, we conduct comprehensive experiments to study the proposed EE-IMVC in terms of clustering accuracy, running time, evolution of the learned consensus clustering matrix and the convergence. As indicated, our algorithm significantly and consistently outperforms some state-of-the-art algorithms with much less running time and memory.

Topics: AAAI

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HOW TO CITE:

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao Efficient and Effective Incomplete Multi-View Clustering Proceedings of the AAAI Conference on Artificial Intelligence (2019) 4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao Efficient and Effective Incomplete Multi-View Clustering AAAI 2019, 4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao (2019). Efficient and Effective Incomplete Multi-View Clustering. Proceedings of the AAAI Conference on Artificial Intelligence, 4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao. Efficient and Effective Incomplete Multi-View Clustering. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao. 2019. Efficient and Effective Incomplete Multi-View Clustering. "Proceedings of the AAAI Conference on Artificial Intelligence". 4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao. (2019) "Efficient and Effective Incomplete Multi-View Clustering", Proceedings of the AAAI Conference on Artificial Intelligence, p.4392-4399

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao, "Efficient and Effective Incomplete Multi-View Clustering", AAAI, p.4392-4399, 2019.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao. "Efficient and Effective Incomplete Multi-View Clustering". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao. "Efficient and Effective Incomplete Multi-View Clustering". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 4392-4399.

Xinwang Liu||Xinzhong Zhu||Miaomiao Li||Chang Tang||En Zhu||Jianping Yin||Wen Gao. Efficient and Effective Incomplete Multi-View Clustering. AAAI[Internet]. 2019[cited 2023]; 4392-4399.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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