MACHINE TRANSLATION WITH JAVANESE SPEECH LEVELS’ CLASSIFICATION

Andrew Nafalski; Aji Prasetya  Wibawa

doi:10.5604/20830157.1194260

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Published: Feb 4, 2016

DOI: https://doi.org/10.5604/20830157.1194260

Issue Vol. 6 No. 1 (2016)

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MACHINE TRANSLATION WITH JAVANESE SPEECH LEVELS’ CLASSIFICATION
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DOI

https://doi.org/10.5604/20830157.1194260

Authors

Andrew Nafalski

nafalski@unisa.edu.au

University of South Australia, School of Engineering, Australia, Australia

Aji Prasetya Wibawa

aji.prasetya.ft@um.ac.id

Universitas Negeri Malang, Department of Electrical Engineering, Indonesia, Indonesia

Abstract

A hybrid corpus-based machine processing has been developed to produce a proper Javanese speech level translation. The developed statistical memory-based machine translation shows significantly accurate results. Integration of an automatic text classifier and an expert system is proposed to help Javanese in classifying the speech levels used for a specific interlocutor. Javanese rule-based expert system is designed while naive Bayes classifier is selected after outperforming simple logic probability approach. As a result, the average of translation accuracy (72.3%) indicates that the integrated intelligent interfaces could effectively solve the Javanese language pragmatic translation problems.

Keywords:

expert system, hybrid corpus-based machine translation, Javanese speech levels, text classifier

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Nafalski, A., & Wibawa, A. P. . (2016). MACHINE TRANSLATION WITH JAVANESE SPEECH LEVELS’ CLASSIFICATION. Informatyka, Automatyka, Pomiary W Gospodarce I Ochronie Środowiska, 6(1), 21–25. https://doi.org/10.5604/20830157.1194260

MACHINE TRANSLATION WITH JAVANESE SPEECH LEVELS’ CLASSIFICATION

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