A Context-Sensitive Approach to Find Optimum Language Model for Automatic Bangla Spelling Correction
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2018, Vol 9, Issue 11
Abstract
Automated spelling correction is an important phenomenon in typing that has intense effect on aiding both literate and semi-literate people while using keyboard or other similar devices. Such automated spelling correction technique also helps students significantly in learning process through applying proper words during word processing. A lot of work has been conducted for English language, but for Bangla, it is still not adequate. All work done so far in Bangla is context-free. Bangla is one of the mostly spoken languages (3.05% of world population) and considered seventh language of all languages in the world. In this paper, we propose a context-sensitive approach for automated spelling correction in Bangla. We make combined use of edit distance and stochastic, i.e. N-gram language model. We use six N-gram models in total. A novel approach is deployed in order to find the optimum language model in terms of performance. In addition, for finding out better performance, a large Bangla corpus of different word types is used. We have achieved a satisfactory and promising accuracy of 87.58%.
Authors and Affiliations
Muhammad Ifte Khairul Islam, Md. Tarek Habib, Md. Sadekur Rahman, Md. Riazur Rahman, Farruk Ahmed
Keywords
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- EP ID EP417625
- DOI 10.14569/IJACSA.2018.091126
- Views 79
- Downloads 0
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