Abstract
In this paper, we propose a classification based approach to the morphological disambiguation for Turkish language. Due to complex morphology in Turkish, any word can get unlimited number of affixes resulting very large tag sets. The problem is defined as choosing one of parses of a word not taking the existing root word into consideration. We trained our model with well-known classifiers using WEKA toolkit and tested on a common test set. The best performance achieved is 95.61% by J48 Tree classifier.
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References
Hakkani-Tür, D.Z., Oflazer, K., Tür, G.: Statistical morphological disambiguation for agglutinative languages. Comput. Humanit. 36(4), 381–410 (2002)
Oflazer, K., Hakkani-Tür, D. Z., Tür, G.: Design for a Turkish treebank. In: Proceedings of the Workshop on Linguistically Interpreted Corpora (1999)
Sak, H., Güngör, T., Saraçlar, M.: Morphological disambiguation of Turkish text with perceptron algorithm. In: Gelbukh, A. (ed.) CICLING 2007, LNCS 4394, pp. 107–118 (2007)
Yüret, D., Türe, F.: Learning morphological disambiguation rules for Turkish. In: Proceedings of HLT-NAACL (2006)
Oflazer, K., Kuruöz, I.: Tagging and morphological disambiguation of Turkish text. In: Proceedings of the 4th Applied Natural Language Processing Conference, pp. 144–149 (1994)
Oflazer, K.: Two-level description of Turkish morphology. Lit. Linguist. Comput. 9(2), 137–148 (1994)
Sak, H., Güngör, T., Saralar, M.: Turkish language resources: morphological parser, morphological disambiguator and web corpus. In: GoTAL 2008, volume 5221 of LNCS, pp. 417–427, Springer (2008)
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Görgün, O., Yildiz, O.T. (2011). A Novel Approach to Morphological Disambiguation for Turkish. In: Gelenbe, E., Lent, R., Sakellari, G. (eds) Computer and Information Sciences II. Springer, London. https://doi.org/10.1007/978-1-4471-2155-8_9
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DOI: https://doi.org/10.1007/978-1-4471-2155-8_9
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Online ISBN: 978-1-4471-2155-8
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