A Genetic Algorithm Based Approach for Hindi Word Sense Disambiguation

Word Sense Disambiguation (WSD) is the procedure of selecting precise sense or meaning for a word in a given context. Word sense disambiguation goes about as an establishment to different AI applications as data mining, information recovery, and machine interpretation. The issue solicits to figure out which sense from the polysemous word is appropriate in a given context. Previously a few methodologies have been proposed for WSD in English, German and so forth, however, work on WSD in Hindi is limited. In this work, a genetic algorithm based approach is presented for Hindi WSD. The feature of dynamic setting window is used which contains left and right expression of a vague word. The cardinal supposition of this approach is that the target word must have a common topic in its neighborhood. For finding all possible senses of an ambiguous word, WordNet created by IIT Bombay is used.

[1]  Satyendr Singh,et al.  Evaluating effect of context window size, stemming and stop word removal on Hindi word sense disambiguation , 2012, 2012 International Conference on Information Retrieval & Knowledge Management.

[2]  Tanveer J. Siddiqui,et al.  An Unsupervised Approach to Hindi Word Sense Disambiguation , 2009, IHCI.

[3]  Roberto Navigli,et al.  Word sense disambiguation: A survey , 2009, CSUR.

[4]  Neeta Nain,et al.  Part-of-Speech Tagging of Hindi Corpus Using Rule-Based Method , 2016 .

[5]  Parteek Bhatia,et al.  Word Sense Disambiguation for Hindi Language , 2008 .

[6]  Arvinder Kaur,et al.  A modified technique for Word Sense Disambiguation using Lesk algorithm in Hindi language , 2014, 2014 International Conference on Advances in Computing, Communications and Informatics (ICACCI).

[7]  D. K. Lobiyal,et al.  Unsupervised Hindi word sense disambiguation based on network agglomeration , 2015, 2015 2nd International Conference on Computing for Sustainable Global Development (INDIACom).

[8]  Paramjit Singh,et al.  Optimized Word Sense Disambiguation in Hindi using Genetic Algorithm , 2013 .