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An Approach to Word Sense Disambiguation Combining Modified Lesk and Bag-of-Words

Authors

Alok Ranjan Pal1,3, Anirban Kundu2,3, Abhay Singh1, Raj Shekhar1 and Kunal Sinha1, 1College of Engineering and Management, India, 2Kuang-Chi Institute of Advanced Technology, P.R.China and 3Innovation Research Lab (IRL), India

Abstract

In this paper, we are going to propose a technique to find meaning of words using Word Sense Disambiguation using supervised and unsupervised learning. This limitation of information is main flaw of the supervised approach. Our proposed approach focuses to overcome the limitation using learning set which is enriched in dynamic way maintaining new data. We introduce a mixed methodology having “Modified Lesk” approach and “Bag-of-Words” having enriched bags using learning methods.

Keywords

Word Sense Disambiguation (WSD), Modified Lesk (ML), Bag-of-Words (BOW).

Full Text  Volume 3, Number 6