Publications

2001 External Publications: 4 journal, 8 refereed conference

• Tong Zhang, Fred Damerau, and David E. Johnson. To appear. Text chunking based on a generalization of Winnow. Machine Learning Research.
• Tong Zhang. To appear. Covering number bounds of certain regularized linear function classes.Machine Learning Research.
• Tong Zhang. To appear. On the dual formulation of regularized linear systems. Machine Learning.
• Tong Zhang and Frank Oles. Text Categorization Based on Regularized Linear Classifiers. Information Retrieval, 4, pp. 5-31, 2001.

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• Thilo Goetz and Holger Wunsch. 2001. An Abstract Machine Approach to Finite State Transduction Over Large Character Sets. Workshop on Finite State Methods in Natural Language Processing, Helsinki, Finland.
• Thilo Goetz, Robin Lougee-Heimer and Nicolas Nicolov. 2001. Efficient Indexing for Typed Feature Structures. Proceedings of Recent Advances in Natural Language Processing, Tzigov Chark, Bulgaria.
• Tong Zhang, Fred Damerau, and David E. Johnson. 2001. Text chunking using regularized Winnow. Proceedings, 39th Annual Meeting of the Association for Computational Linguistics, pp. 539-546.
• Tong Zhang. A leave-one-out cross-validation bound for kernel methods with applications in learning. 2001. Proceedings, 14th Annual Conference on Computational Learning Theory, pp. 427-443.
• Tong Zhang. 2001. A sequential approximation bound for some sample- dependent convex optimization problems with applications in learning. Proceedings, 14th Annual Conference on Computational Learning Theory, pp. 65-81.
• Tong Zhang. Some sparse approximation bounds for regression problems. 2001. Proceedings, 8th International Conference on Machine Learning, pp. 624-631.
• Tong Zhang. A general greedy approximation algorithm with applications. 2001. Proceedings, Neural Information Processing Systems 2001.
• Tong Zhang. Generalization performance of some learning problems in Hilbert functional spaces. 2001. Proceedings, Neural Information Processing Systems 2001.