Residential College | false |
Status | 已發表Published |
Interpolated probabilistic tagging model optimized with genetic algorithm | |
Wong F.1; Chao S.1; Hu D.-C.2; Mao Y.-H.2 | |
2004-11-02 | |
Conference Name | International Conference on Machine Learning and Cybernetics |
Source Publication | Proceedings of 2004 International Conference on Machine Learning and Cybernetics |
Volume | 4 |
Pages | 2569-2574 |
Conference Date | AUG 26-29, 2004 |
Conference Place | Shanghai, PEOPLES R CHINA |
Abstract | In this paper, we present results of probabilistic tagging of Portuguese texts in order to show how these techniques work for one of the highly morphologically ambiguous inflective languages by using a limited corpus as the basic training source. In order to cope the ambiguities problem caused by the insufficient training data, especially the unknown words, we incorporate the lexical features into the probabilistic model. Different from other proposed tagging models, these features are introduced into the word probabilities by means of interpolation. A technique to determine the optimal set of interpolation parameters based on genetic algorithm is described. Our preliminary result shows that we can correctly tag 91.8% of the sentences based on our tagging model. |
Keyword | Genetic Algorithm Portuguese Tagging Pos Tagging Probabilistic Model |
DOI | 10.1109/ICMLC.2004.1382237 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Cybernetics ; Computer Science, Information Systems |
WOS ID | WOS:000225293600508 |
Scopus ID | 2-s2.0-6344226603 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Affiliation | 1.Universidade de Macau 2.Tsinghua University |
First Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Wong F.,Chao S.,Hu D.-C.,et al. Interpolated probabilistic tagging model optimized with genetic algorithm[C], 2004, 2569-2574. |
APA | Wong F.., Chao S.., Hu D.-C.., & Mao Y.-H. (2004). Interpolated probabilistic tagging model optimized with genetic algorithm. Proceedings of 2004 International Conference on Machine Learning and Cybernetics, 4, 2569-2574. |
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