Implementation of a kernel-based Chinese relation extraction system

Jisuanji Yanjiu yu Fazhan/Computer Research and Development

Volumn 44, Issue 8, 2007, Pages 1406-1411

  Liu, Kebin ^a   Li, Fang ^a   Liu, Lei ^a   Han, Ying ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Information extraction; Kernel function; Machine learning; Relation extraction; Semantic

Indexed keywords

LEARNING ALGORITHMS; LEARNING SYSTEMS; SEMANTICS;

AUTOMATIC CONTENT EXTRACTION (ACE); BINARY RELATION; CHINESE RELATION; GATE PLATFORM; GENERALIZATION CAPABILITY; INFORMATION EXTRACTION; JAVA APPLICATION; KERNEL FUNCTION; KNN; MACHINE LEARNING; RELATION EXTRACTION (RE);

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 34548611270     PISSN: 10001239     EISSN: None     Source Type: Journal    
DOI: 10.1360/crad20070818     Document Type: Article

References (17)

1. C Aone, M Ramos Santacruz. Rees: A large-scale relation and event extraction system[C]. In: Proc of the 6th Applied Natural Language Processing Conference. New York: ACM Press, 2000. 76-83.
2. Che Wanxiang, Liu Ting, Li Sheng. Automatic entity relation extraction[J]. Journal of Chinese Information Processing, 2005, 19(2): 1-6 (in Chinese).
3. T Zhang. Regularized Winnow methods[C]. In: Advances in Neural Information Processing Systems (NIPS) 13. Cambridge: MIT Press, 2001. 703-709.
4. N Cristianini, J Shawe-Taylor, H Lodhi. Latent semantic kernels[J]. Journal of Intelligent Information Systems, 2002, 18(2-3): 127-152.
5. B Scholkopf, A Smola, K-R Müller. Kernel principal component analysis[G]. In: Advances in Kernel Methods: Support Vector Learning. Cambridge: MIT Press, 1999. 327-352.
6. D Zelenko, C Aone, A Richardella. Kernel methods for relation extraction[J]. Journal of Machine Learning Research, 2003, 3: 1083-1106.
7. M Collins, N Duffy. Convolution kernels for natural language[C]. In: Proc of Neural Information Processing Systems (NIPS) 14. Cambridge: MIT Press, 2001.
8. A Culotta, J Sorensen. Dependency tree kernels for relation extraction[C]. The 42nd Meeting of Association for Computational Linguistics, Barcelona, Spain, 2004.
9. J Suzuki, T Hirao, Y Sasaki, et al. Hierarchical directed acyclic graph kernel: Methods for structured natural language data[C]. The 41st Annual Meeting of the Association for Computational Linguistics (ACL-2003), Sapporo, Japan, 2003.
10. H Lodhi, C Saunders, J Shawe-Taylor, et al. Text classification using string kernels[J]. Journal of Machine Learning Research, 2002, 2: 419-444.
11. N Cancedda, E Gaussier, C Goutte, et al. Word-sequence kernels[J]. Journal of Machine Learning Research, 2003, 3: 1059-1082.
12. J Suzuki, H Isozaki, E Maeda. Convolution kernels with feature selection for natural language processing tasks[C]. The 42nd Meeting of Association for Computational Linguistics, Barcelona, Spain, 2004.
13. Zhao Shubin, Ralph Grishman. Extracting relations with integrated information using kernel methods[C], The 43rd Annual Meeting of Association for Computational Linguistics, Michigan, 2005.
14. Che Wanxiang, Jiang Jianmin, Su Zhong, et al. Improved-editdistance kernel for Chinese relation extraction[C]. The 2nd Int'l Joint Conf on Natural Language Processing (IJCNLP-05), Jeju Island, Korea, 2005.
15. Dong Zhendong, Dong Qiang. HowNet-Chinese Message Structure Bank[OL]. http://www.keenage.com, 2000-10-5/2006-3-18 (in Chinese).
16. Liu Qun, Li Sujian. Word semantic similarity calculation based on Hownet[J]. Computational Linguistics and Chinese Language Processing, 2002, 7(2): 59-76 (in Chinese).
17. Kebin Liu, Fang Li, Ying Han, et al. Embedding the semantic knowledge in convolution kernels[C]. The 2nd Int'l Conf on Semantics, Knowledge and Grid (SKG'06), Guilin, 2006.