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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
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It is argued in this paper that, in determining semantic similarity, Korean words should be recategorized with a focus on the semantic relation to ontology in light of cross-linguistic morphological variations. It is proposed, in particular, that Korean semantic similarity should be measured on three tracks, human judgements track, relatedness track, and cross-part-of-speech relations track. As demonstrated in Yang et al. (2015), GloVe, the unsupervised learning machine on semantic similarity, is applicable to Korean with its performance being compared with human judgement results. Based on this compatability, it was further thought that the model’s performance might most likely vary with different kinds of specific relations in different languages. An attempt was made to analyze them in terms of two major Korean-specific categories involved in their lexical and cross-POS-relations. It is concluded that languages must be analyzed by varying methods so that semantic components across languages may allow varying semantic distance in the vector space models.
목차
ABSTRACT
1. Introduction
2. Semantic Similarity
3. Recategorization of Korean Words
4. Word Synthesis
5. Word Recategorization
6. Conclusion
References
참고문헌 (14)
참고문헌 신청
[학술지(정기간행물)] - Budanitsky, A. / 2006 / Evaluating wordnet-based measures of lexical semantic relatedness / Computational Linguistics 32 (1) : 13 ~ 47
[학술대회논문] - Jeffrey Pennington. / 2014 / Glove: Global vectors for word representation / In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP) 12 : 1532 ~ 1543
[학술지(정기간행물)] - 양희정 / 2015 / A Study on Word Vector Models for Representing Korean Semantic Information / 말소리와 음성과학 7 (4) : 41 ~ 47
[학술지(정기간행물)] - Lopukhin, A. S. / 2015 / The origin of life is the prerogative of primordial planets of novas / Herald of the Russian Academy of Sciences 85 (5) : 453 ~ 458
[단행본] - Cruse, D. A. / 1986 / Lexical semantics / Cambridge University Press
[학술대회논문] - Jeffrey Pennington. / 2014 / Glove: Global vectors for word representation / In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP) 12 : 1532 ~ 1543
[학술지(정기간행물)] - 양희정 / 2015 / A Study on Word Vector Models for Representing Korean Semantic Information / 말소리와 음성과학 7 (4) : 41 ~ 47
[학술지(정기간행물)] - Lopukhin, A. S. / 2015 / The origin of life is the prerogative of primordial planets of novas / Herald of the Russian Academy of Sciences 85 (5) : 453 ~ 458
[단행본] - Cruse, D. A. / 1986 / Lexical semantics / Cambridge University Press
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UCI(KEPA) : I410-ECN-0101-2016-700-002320665