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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Latent Semantic Aware Multi-View Multi-Label Classification

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Changqing Zhang

Tianjin University


Ziwei Yu

Tianjin University


Qinghua Hu

Tianjin University


Pengfei Zhu

Tianjin University


Xinwang Liu

National University of Defense Technology


Xiaobo Wang

Chinese Academy of Sciences


DOI:

10.1609/aaai.v32i1.11722


Abstract:

For real-world applications, data are often associated with multiple labels and represented with multiple views. Most existing multi-label learning methods do not sufficiently consider the complementary information among multiple views, leading to unsatisfying performance. To address this issue, we propose a novel approach for multi-view multi-label learning based on matrix factorization to exploit complementarity among different views. Specifically, under the assumption that there exists a common representation across different views, the uncovered latent patterns are enforced to be aligned across different views in kernel spaces. In this way, the latent semantic patterns underlying in data could be well uncovered and this enhances the reasonability of the common representation of multiple views. As a result, the consensus multi-view representation is obtained which encodes the complementarity and consistence of different views in latent semantic space. We provide theoretical guarantee for the strict convexity for our method by properly setting parameters. Empirical evidence shows the clear advantages of our method over the state-of-the-art ones.

Topics: AAAI

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HOW TO CITE:

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang Latent Semantic Aware Multi-View Multi-Label Classification Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang Latent Semantic Aware Multi-View Multi-Label Classification AAAI 2018, .

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang (2018). Latent Semantic Aware Multi-View Multi-Label Classification. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang. Latent Semantic Aware Multi-View Multi-Label Classification. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang. 2018. Latent Semantic Aware Multi-View Multi-Label Classification. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang. (2018) "Latent Semantic Aware Multi-View Multi-Label Classification", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang, "Latent Semantic Aware Multi-View Multi-Label Classification", AAAI, p., 2018.

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang. "Latent Semantic Aware Multi-View Multi-Label Classification". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang. "Latent Semantic Aware Multi-View Multi-Label Classification". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Changqing Zhang||Ziwei Yu||Qinghua Hu||Pengfei Zhu||Xinwang Liu||Xiaobo Wang. Latent Semantic Aware Multi-View Multi-Label Classification. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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