Multi-Kernel Multi-Label Learning with Max-Margin Concept Network

Zhang, Wei; Xue, Xiangyang; Fan, Jianping; Huang, Xiaojing; Wu, Bin; Liu, Mingjie

doi:10.5591/978-1-57735-516-8/IJCAI11-271

Multi-Kernel Multi-Label Learning with Max-Margin Concept Network

Wei Zhang, Xiangyang Xue, Jianping Fan, Xiaojing Huang, Bin Wu, Mingjie Liu

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Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 1615-1619.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-271

Abstract

In this paper, a novel method is developed for enabling Multi-Kernel Multi-Label Learning. Inter-label dependency and similarity diversity are simultaneously leveraged in the proposed method. A concept network is constructed to capture the inter-label correlations for classifier training. Maximal margin approach is used to effectively formulate the feature-label associations and the label-label correlations. Specific kernels are learned not only for each label but also for each pair of the inter-related labels. By learning the eigenfunctions of the kernels, the similarity between a new data point and the training samples can be computed in the online mode. Our experimental results on real datasets (web pages, images, music, and bioinformatics) have demonstrated the effectiveness of our method.

Wei Zhang, Xiangyang Xue, Jianping Fan, Xiaojing Huang, Bin Wu, and Mingjie Liu. 2011. Multi-Kernel Multi-Label Learning with Max-Margin Concept Network. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 1615–1619. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-271

@inproceedings{ijcai2011p271,
  title     = {Multi-Kernel Multi-Label Learning with Max-Margin Concept Network},
  author    = {Zhang, Wei and Xue, Xiangyang and Fan, Jianping and Huang, Xiaojing and Wu, Bin and Liu, Mingjie},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {1615--1619},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-271},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-271},
}

TY  - CPAPER
TI  - Multi-Kernel Multi-Label Learning with Max-Margin Concept Network
AU  - Zhang, Wei
AU  - Xue, Xiangyang
AU  - Fan, Jianping
AU  - Huang, Xiaojing
AU  - Wu, Bin
AU  - Liu, Mingjie
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 1615
EP  - 1619
DO  - 10.5591/978-1-57735-516-8/IJCAI11-271
UR  - https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-271
ER  -