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http://dx.doi.org/10.6109/jkiice.2014.18.1.25

The Detection and Correction of Context Dependent Errors of The Predicate using Noun Classes of Selectional Restrictions  

So, Gil-Ja (Department of Cyber Police and Science, Youngsan University)
Kwon, Hyuk-Chul (School of Computer Science & Engineering, Pusan National University)
Publication Information
Journal of the Korea Institute of Information and Communication Engineering / v.18, no.1, 2014 , pp. 25-31 More about this Journal
Abstract
Korean grammar checkers typically detect context-dependent errors by employing heuristic rules; these rules are formulated by language experts and consisted of lexical items. Such grammar checkers, unfortunately, show low recall which is detection ratio of errors in the document. In order to resolve this shortcoming, a new error-decision rule-generalization method that utilizes the existing KorLex thesaurus, the Korean version of Princeton WordNet, is proposed. The method extracts noun classes from KorLex and generalizes error-decision rules from them using the Tree Cut Model and information-theory-based MDL (minimum description length).
Keywords
grammar checker; context dependent error; noun class of selectional restrictions; TCM;
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Times Cited By KSCI : 2  (Citation Analysis)
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1 K. Kukich, "Techniques for automatically correcting words in text," ACM Computing Surveys, vol. 24, no. 4, pp. 377-439, 1992.   DOI   ScienceOn
2 A. R. Golding, and D. Roth, "A winnow-based approach to context-sensitive spelling correction," Machine Learning, vol. 34, no. 1-3, pp. 107-130, 1999.   DOI
3 A. Carlson, and I. Fette, "Memory-based context-sensitive spelling correction at web scale," in Proceeding of The 6th International Conference on Machine Learning and Applications, pp. 166-171, 2007.
4 M. Y. Kang, A. S. Yoon, H. C. Kwon, "Improving Partial Parsing Based on Error-Pattern Analysis for Korean Grammar-Checker", TALIP ACM, vol. 2, no. 4,pp. 301-323, 2003.   DOI
5 J. L. Kong, S. Y. Hwang, "A Korean Grammar Checker based on the Trees Resulted from a Full Parser," Journal of KIISE : Software and Applications, vol. 30, no. 10, pp. 992-999, 2003.   과학기술학회마을
6 A. S. Yoon, S. H. Hwang, E. R. Lee, H. C. Kwon, "Construction of Korean Wordnet KorLex 1.5," Journal of KIISE : Software and Applications, vol. 36, no. 1, pp. 92-108, 2009.   과학기술학회마을
7 H. Li, and N. Abe, "Generalizing case frames using a thesaurus and the MDL principle," Computational Linguistics, vol. 24 no. 2, pp. 217-244, 1998.
8 G. Hirst, and D. S. Onge, "Lexical chains as representations of context for the detection and correction of malapropisms," WordNet, The MIT Press, pp. 305-332, 1995.
9 G. Hirst, and A. Budanitsky, "Correcting real-word spelling errors by restoring lexical cohesion," Natural Language Engineering, vol. 11, no. 1, pp. 87-111, 2005.   DOI   ScienceOn
10 A. Islam, and D. Inkpen, "Real-word spelling correction using Google web lT 3-grams," in Proceeding of The 2009 Conference on Empirical Methods in Natural Language Processing, pp. 1241-1249, 2009.