[International Publication] {Native Publication}
[Journal Article] [Conference Paper]
M.-L. Zhang, Z.-H. Zhou. Multi-instance clustering with applications to multi-instance prediction. Applied Intelligence, in press.
M.-L. Zhang, Z.-H. Zhou. ML-kNN: a lazy learning approach to multi-label learning. Pattern Recognition, 2007, 40(7): 2038-2048. [code]
Z.-H. Zhou, M.-L. Zhang. Solving multi-instance problems with classifier ensemble based on constructive clustering. Knowledge and Information Systems, 2007, 11(2): 155-170. [code]
M.-L. Zhang, Z.-H. Zhou. Multi-label neural networks with applications to functional genomics and text categorization. IEEE Transactions on Knowledge and Data Engineering, 2006, 18(10): 1338-1351. [code]
M.-L. Zhang, Z.-H. Zhou. Adapting RBF neural networks to multi-instance learning. Neural Processing Letters, 2006, 23(1): 1-26. [code]
M.-L. Zhang, Z.-H. Zhou. Improve multi-instance neural networks through feature selection. Neural Processing Letters, 2004, 19(1): 1-10. [code] (11Kb) [TechReport for BP-MIP]
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M.-L. Zhang, Z.-H. Zhou. M3MIML: A maximum margin method for multi-instance multi-label learning. In: Proceedings of the 8th IEEE International Conference on Data Mining (ICDM'08), Psia, Italy, 2008, 688-697. [code] [image data] [retuers data]
M.-L. Zhang, Z.-H. Zhou. Multi-label learning by instance differentiation. In: Proceedings of the 22nd Conference on Artificial Intelligence (AAAI'07), Vancouver, Canada, 2007, 669-674. [code]
Z.-H. Zhou, M.-L. Zhang. Multi-instance multi-label learning with applications to scene classification. In: Advances of Neural Information Processing Systems 20 (NIPS'06), Vancouver, Canada, 1609-1616. [code] [data]
M.-L. Zhang, Z.-H. Zhou. A k-nearest neighbor based algorithm for multi-label classification. In: Proceedings of the 1st IEEE International Conference on Granular Computing, Beijing, 2005, 718-721. [code]
M.-L. Zhang, Z.-H. Zhou. Ensembles of multi-instance neural networks. In: Proceedings of the International Conference on Intelligent Information Processing, Beijing, 2004, 471-474.
Z.-H. Zhou, M.-L. Zhang. Ensembles of multi-instance learners. In: Lavrač N, Gamberger D, Blockeel H, Todorovski L, Eds. Lecture Notes in Artificial Intelligence 2837 (ECML'03), Berlin: Springer-Verlag, 2003, 492-502. [code]
Z.-H. Zhou, M.-L. Zhang, Chen K-J. A novel bag generator for image database retrieval with multi-instance learning techniques. In: Proceedings of the 15th IEEE International Conference on Tools with Artificial Intelligence, Sacramento, CA, 2003, 565-569.
Z.-H. Zhou, M.-L. Zhang. Neural networks for multi-instance learning. In: Proceedings of the International Conference on Intelligent Information Technology, Beijing, 2002, 455-459.
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