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Your search keyword '"Arman, Arry Akhmad"' showing total 37 results
Start Over Author "Arman, Arry Akhmad" Publication Type Conference Materials
37 results on '"Arman, Arry Akhmad"'

34. Extended word similarity based clustering on unsupervised PoS induction to improve English-Indonesian statistical machine translation.

Author

Sujaini, Herry, Purwarianti, Ayu, Arman, Arry Akhmad, and Kuspriyanto

Abstract

In this paper, we present the unsupervised Part-of-Speech (PoS) induction algorithm to improve translations quality on statistical machine translation. The proposed algorithm is an extension of the algorithm Word-Similarity-Based (WSB) clustering. In the clustering, the similarity between words is measured by its grammatical relation with other words. The grammatical relation is represented as the n-gram relation. We extend the WSB clustering by take into account for the previous words in measuring the grammatical relation. The clustering results are then used in the English-Indonesia statistical machine translation. The experiments were conducted using MOSES as the machine translation decoder, and were evaluated by its BLEU score. Using 14.000 English-Indonesian sentence pairs, the clustering improved the BLEU score of 2.07%. [ABSTRACT FROM PUBLISHER]

Published
2013
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