• Title/Summary/Keyword: structured discriminative approach

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Lattice-based Discriminative Approach for Korean Morphological Analysis (래티스상의 구조적 분류에 기반한 한국어 형태소 분석 및 품사 태깅)

  • Na, Seung-Hoon;Kim, Chang-Hyun;Kim, Young-Kil
    • Journal of KIISE:Software and Applications
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    • v.41 no.7
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    • pp.523-532
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    • 2014
  • In this paper, we propose a lattice-based discriminative approach for Korean morphological analysis and POS tagging. In our approach, for an input sentence, a morpheme lattice is first created from a lexicon where each node corresponds to a morpheme in the lexicon and each edge is formed between two consecutive morphemes. A candidate result of morphological analysis is then represented as a path in the morpheme lattice which is defined as the sequence of edges, starting in the initial state and ending with the final state. In this setting, the morphological analysis is simply considered as the process of finding the best path among all possible paths. Experiment results show that the proposed lattice-based method outperforms the first-order linear-chain CRF.