Description of the NCU Chinese word segmentation and part-of-speech tagging for SIGHAN Bakeoff 2007

SIGHAN 2008 - 6th SIGHAN Workshop on Chinese Language Processing, co-located with 3rd International Joint Conference on Natural Language Processing, IJCNLP 2008

Volumn , Issue , 2008, Pages 161-166

  Wu, Yu Chieh ^a   Yang, Jie Chi ^a   Lee, Yue Shi ^b  

^a NATIONAL CENTRAL UNIVERSITY   (Taiwan)

^b MING CHUAN UNIVERSITY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; RANDOM PROCESSES; SYNTACTICS;

CHINESE WORD SEGMENTATION; LANGUAGE PROCESSING; PART OF SPEECH TAGGING; PART-OF-SPEECH TAGS; PARTS-OF-SPEECH TAGGING; RANDOM SET; SEGMENTATION MODELS; SUPPORT VECTORS MACHINE; TAGGING MODELS; WORD SEGMENTATION;

SUPPORT VECTOR MACHINES;

EID: 85120161844     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. Clark, S., Curran, J. R., and Osborne, M. 2003. Bootstrapping POS Taggers Using Unlabeled data. In Proceedings of the 7th Conference on Natural Language Learning (CoNLL), pages 49-55.
2. Gao, J., Wu, A., Li, M., Huang, C. N., Li, H., Xia, X., and Qin, H. 2004. Adaptive Chinese word segmentation. In Proceedings the 41st Annual Meeting of the Association for Computational Linguistics, pp. 21-26.
3. Giménez, J., and Márquez, L. 2003. Fast and accurate Part-of-Speech tagging: the SVM approach revisited. In Proceedings of the International Conference on Recent Advances in Natural Language Processing, pages 158-165.
4. Keerthi, S., and DeCoste, D. 2005. A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs. Journal of Machine Learning Research, 6: 341-361.
5. Kudo, T., and Matsumoto, Y. 2004. Appliying Conditional Random Fields to Japanese Morphological Analysis. In Proceedings of the Empirical. Methods in Natural Language Processing (EMNLP), pages 230-237.
6. Lafferty, J., McCallum, A., and Pereira, F. 2001. Conditional Random Field: Probabilistic models for segmenting and labeling sequence data. In Proceedings of the International Conference on Machine Learning.
7. Ramshaw, L. A., and Marcus, M. P. 1995. Text Chunking Using Transformation-based Learning. In Proceedings of the 3rd Workshop on Very Large Corpora, pages 82-94.
8. Lee, Y. S. and Wu, Y. C. 2007. A Robust Multilingual Portable Phrase Chunking System. Expert Systems with Applications, 33(3): 1-26.
9. Ng, H. T., and Low, J. K. 2004. Chinese Part-of-Speech Tagging: One-at-a-time or All-at-once? Word-based or Character-based? In Proceedings of the Empirical. Methods in Natural Language Processing (EMNLP).
10. Nocedal, J., and Wright, S. 1999. Numerical optimization. Springer.
11. Peng, F., Feng, F., and McCallum, A. 2004. Chinese segmentation and new word detection using conditional random fields. In Porceedings of the Computational Linguistics, pp. 562-568.
12. Shi, W. 2005. Chinese Word Segmentation Based On Direct Maximum Entropy Model. In Proceedings of the Fourth SIGHAN Workshop on Chinese Language Processing.
13. Vapnik, V. N. 1995. The Nature of Statistical Learning Theory. Springer.
14. Wu, Y. C., Yang, J. C., and Lee, Y. S. 2007. An Approximate Approach for Training Polynomial Kernel SVMs in Linear Time. In Proceedings of the Annual Meeting of the Association for Computational Linguistics, pages 65-68.
15. Wu, Y. C., Lee, Y. S., and Yang, J. C. 2007. Multilingual Deterministic Dependency Parsing Framework using Modified Finite Newton Method Support Vector Machines. In Proceedings of the Joint Conferences on Empirical Methods on Natural Language Processing and Conference on Natural Language Learning (EMNLP-CoNLL), pages 1175-1181.
16. Wu, Y. C., Lee, Y. S., and Yang, J. C. 2006. The Exploration of Deterministic and Efficient Dependency Parsing. In Proceedings of the 10th Conference on Natural Language Learning (CoNLL).
17. Zhou, H., Huang, C. N., and Li, M. 2006. An Improved Word Segmentation System with Conditional Random Fields. In Proceedings of the SIGHAN Workshop on Chinese Language Processing Workshop, pages 162-165.
18. Zhou, J., Dai, X., Ni, R., Chen, J. 2005..A Hybrid Approach to Chinese Word Segmentation around CRFs. In Proceedings of the Fourth SIGHAN Workshop on Chinese Language Processing.