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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 6: AAAI-22 Technical Tracks 6

Multi-View Clustering on Topological Manifold

February 1, 2023

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Authors

Shudong Huang

Sichuan University


Ivor Tsang

University of Technology Sydney


Zenglin Xu

Harbin Institute of Technology, Shenzhen


Jiancheng Lv

Sichuan University


Quan-Hui Liu

Sichuan University


DOI:

10.1609/aaai.v36i6.20652


Abstract:

Multi-view clustering has received a lot of attentions in data mining recently. Though plenty of works have been investigated on this topic, it is still a severe challenge due to the complex nature of the multiple heterogeneous features. Particularly, existing multi-view clustering algorithms fail to consider the topological structure in the data, which is essential for clustering data on manifold. In this paper, we propose to exploit the implied data manifold by learning the topological relationship between data points. Our method coalesces multiple view-wise graphs with the topological relevance considered, and learns the weights as well as the consensus graph interactively in a unified framework. Furthermore, we manipulate the consensus graph by a connectivity constraint such that the data points from the same cluster are precisely connected into the same component. Substantial experiments on both toy data and real datasets are conducted to validate the effectiveness of the proposed method, compared to the state-of-the-art algorithms over the clustering performance.

Topics: AAAI

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HOW TO CITE:

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu Multi-View Clustering on Topological Manifold Proceedings of the AAAI Conference on Artificial Intelligence (2022) 6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu Multi-View Clustering on Topological Manifold AAAI 2022, 6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu (2022). Multi-View Clustering on Topological Manifold. Proceedings of the AAAI Conference on Artificial Intelligence, 6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu. Multi-View Clustering on Topological Manifold. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu. 2022. Multi-View Clustering on Topological Manifold. "Proceedings of the AAAI Conference on Artificial Intelligence". 6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu. (2022) "Multi-View Clustering on Topological Manifold", Proceedings of the AAAI Conference on Artificial Intelligence, p.6944-6951

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu, "Multi-View Clustering on Topological Manifold", AAAI, p.6944-6951, 2022.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu. "Multi-View Clustering on Topological Manifold". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu. "Multi-View Clustering on Topological Manifold". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 6944-6951.

Shudong Huang||Ivor Tsang||Zenglin Xu||Jiancheng Lv||Quan-Hui Liu. Multi-View Clustering on Topological Manifold. AAAI[Internet]. 2022[cited 2023]; 6944-6951.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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