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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Hypergraph Label Propagation Network

February 1, 2023

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Authors

Yubo Zhang

Tsinghua University


Nan Wang

Tsinghua University


Yufeng Chen

Tsinghua University


Changqing Zou

Huawei


Hai Wan

Tsinghua University


Xinbin Zhao

Tsinghua University


Yue Gao

Tsinghua University


DOI:

10.1609/aaai.v34i04.6170


Abstract:

In recent years, with the explosion of information on the Internet, there has been a large amount of data produced, and analyzing these data is useful and has been widely employed in real world applications. Since data labeling is costly, lots of research has focused on how to efficiently label data through semi-supervised learning. Among the methods, graph and hypergraph based label propagation algorithms have been a widely used method. However, traditional hypergraph learning methods may suffer from their high computational cost. In this paper, we propose a Hypergraph Label Propagation Network (HLPN) which combines hypergraph-based label propagation and deep neural networks in order to optimize the feature embedding for optimal hypergraph learning through an end-to-end architecture. The proposed method is more effective and also efficient for data labeling compared with traditional hypergraph learning methods. We verify the effectiveness of our proposed HLPN method on a real-world microblog dataset gathered from Sina Weibo. Experiments demonstrate that the proposed method can significantly outperform the state-of-the-art methods and alternative approaches.

Topics: AAAI

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HOW TO CITE:

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao Hypergraph Label Propagation Network Proceedings of the AAAI Conference on Artificial Intelligence (2020) 6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao Hypergraph Label Propagation Network AAAI 2020, 6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao (2020). Hypergraph Label Propagation Network. Proceedings of the AAAI Conference on Artificial Intelligence, 6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao. Hypergraph Label Propagation Network. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao. 2020. Hypergraph Label Propagation Network. "Proceedings of the AAAI Conference on Artificial Intelligence". 6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao. (2020) "Hypergraph Label Propagation Network", Proceedings of the AAAI Conference on Artificial Intelligence, p.6885-6892

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao, "Hypergraph Label Propagation Network", AAAI, p.6885-6892, 2020.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao. "Hypergraph Label Propagation Network". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao. "Hypergraph Label Propagation Network". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 6885-6892.

Yubo Zhang||Nan Wang||Yufeng Chen||Changqing Zou||Hai Wan||Xinbin Zhao||Yue Gao. Hypergraph Label Propagation Network. AAAI[Internet]. 2020[cited 2023]; 6885-6892.


ISSN: 2374-3468


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