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Improvement of Thai error correction system by memetic algorithm |
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| รหัสดีโอไอ | |
| Creator | 1. Krit Somkantha 2. Wilaiporn Kultangwattana |
| Title | Improvement of Thai error correction system by memetic algorithm |
| Publisher | Faculty of Engineering, Khon Kaen Univeristy |
| Publication Year | 2557 |
| Journal Title | KKU Engineering Journal |
| Journal Vol. | 41 |
| Journal No. | 3 |
| Page no. | 393-402 |
| Keyword | Memetic algorithm,Genetic algorithm, Language model, Error correction system |
| ISSN | 0125-8273 |
| Abstract | This paper presents an efficient technique for improving the efficiency of Thai error correction system by using memetic algorithm. In this paper, the token passing algorithm is used for constructing word graph and the language model is used checking the correct sentence. The correction process starts with word graph construction from token passing algorithm, then the correct sentence are searched by memetic algorithm with the best fitness function from language model. For a long sentence from the token passing algorithm, a search space is very huge which can be resolved by using memetic algorithm. The memetic algorithm is used for searching the correct sentence in order to reduce the analysis time. The performance of the proposed method are evaluated and compared to the full search and genetic algorithm. From the experimental results show that the proposed method performs very well and yields better performance more than the compared method. The proposed method can search the best sentence accurately and quickly. |