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Korean Noun Extractor using Occurrence Patterns of Nouns and Post-noun Morpheme Sequences  

Park, Yong-Hyun (동아대학교 컴퓨터공학과)
Hwang, Jae-Won (동아대학교 컴퓨터공학과)
Ko, Young-Joong (동아대학교 컴퓨터공학과)
Publication Information
Journal of KIISE:Software and Applications / v.37, no.12, 2010 , pp. 919-927 More about this Journal
Abstract
Since the performance of mobile devices is recently improved, the requirement of information retrieval is increased in the mobile devices as well as PCs. If a mobile device with small memory uses a tradition language analysis tool to extract nouns from korean texts, it will impose a burden of analysing language. As a result, the need for the language analysis tools adequate to the mobile devices is increasing. Therefore, this paper proposes a new method for noun extraction using post-noun morpheme sequences and noun patterns from a large corpus. The proposed noun extractor has only the dictionary capacity of 146KB and its performance shows 0.86 $F_1$-measure; the capacity of noun dictionary corresponds to only the 4% capacity of the existing noun extractor with a POS tagger. In addition, it easily extract nouns for unknown word because its dependence for noun dictionaries is low.
Keywords
Mobile device; Noun extraction; Noun pattern; Unknown word extraction;
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1 D. Jang, S. Myaeng, "A Noun Exiractor based on Dictionaries and Heuristic Rules Obtained from Training Data," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC''99), pp.151- 156, Oct. 1999. (in Korean)
2 D. An, "A Noun Extractor using Connectivity Information," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC" 99), PP.173-178, Oct. 1999. (in Korean)
3 W. Lee, S. Kim, G. Kim, K. Choi, "Implementation of Modularized Morphological Analyzer," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC''99), pp.123-136, Oct. 1999. (in Korean)
4 J. Hong, J. Cha, "A New Korean Morphological Analyzer using Eojeol Pattern Dictionary," Proc. of the KCC-2008, vol.35, no.1, pp.279-284, June. 2008. (in Korean)
5 J. Shim, J. Kim, J. Cha, G. Lee, "Robust Part-of Speech Tagger using Statistical and Rule-based Approach," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC''99), pp.60-75, Oct. 1999. (in Korean)
6 J. Lee, B. Shin, K. Lee, J Kim, S. Ahn, "Noun Exiractor based on a multi-purpose Korean morphological engine implemented with COM," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC '99) pp.167-172, Oct. 1999. (in Korean)
7 J. Lee, J. Park, K. Cha, S. Park, "Morphological Analyzer and Tagger Evaluation Contest(MATEC99) Overview," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC "99), pp.13-22, Oct. 1999. (in Korean)
8 D. Lee, S. Lee, H. Rim, "An Efficient Method for Korean Noun Exiraction Using Noun Patterns," Journal of KIISE Software and Applications, vol.30, no.1-2, pp.173-183, Feb. 2003. (in Korean)
9 N. Kim, Y. Seo, "A Korean Morphological Analyzer CBKMA and A Index Extractor CBKMA/IX," Proc. Morphological Analyzer and Tagger Evaluation Contest (MATEC '99), pp.50-59, Oct. 1999. (in Korean)