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Exploring the effect of bag-of-words and bag-of-bigram features on Turkish word sense disambiguation

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Author
İlgen, Bahar
Adalı, Eşref
Type
conferenceObject
Date
2014
Language
en_US
Metadata
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Abstract
Feature selection in Word Sense Disambiguation (WSD) is as important as the selection of algorithm to remove sense ambiguity. Bag-of-word (BoW) features comprise the information of neighbors around the ambiguous target word without considering any relation between words. In this study, we investigate the effect of BoW features and Bag-of-bigrams (BoB) on Turkish WSD and compare the results with the collocational features. The results suggest that BoW features yield better accuracy for all the cases. According to the comparison results, collocational features are more effective than both BoW and the BoB features on disambiguation of word senses.
Subject
Word Sense Disambiguation
feature selection
supervised methods
bag-of-word features
URI
https://hdl.handle.net/11413/4027
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  • Bildiriler, Kongreler ve Sempozyumlar / Declarations, Congresses and Symposiums [45]

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İstanbul Kültür University

Hakkında |Politika | Kütüphane | İletişim | Send Feedback | Admin

Istanbul Kültür University, Ataköy Campus E5 Karayolu Üzeri Bakırköy 34158, İstanbul / TURKEY
Copyright © İstanbul Kültür University

Creative Commons Lisansı
IKU Institutional Repository, Creative Commons Alıntı-GayriTicari-Türetilemez 4.0 Uluslararası Lisansı ile lisanslanmıştır.

Designed by  UNIREPOS