ANN and rule based method for English to Arabic machine translation

Joint Authors

Aqil, Marwan
Mishra, Ravi

Source

The International Arab Journal of Information Technology

Issue

Vol. 11, Issue 4 (31 Jul. 2014)10 p.

Publisher

Zarqa University

Publication Date

2014-07-31

Country of Publication

Jordan

No. of Pages

10

Main Subjects

Information Technology and Computer Science

Topics

Abstract EN

Machine Translation is the process by which computer software is used to translate a text from one natural language into another language with or without minimal human intervention.

This definition involves accounting for the grammatical structure of each language and using rules and grammars to transfer the grammatical structure of the source language into the target language.

This paper presents an English into Arabic Machine Translation (MT) system for translating simple well-structured English sentences into well-structured Arabic sentences using a rule-based approach and feed-forward back-propagation Artificial Neural Network (ANN).

Our system is able to translate sentences having gerunds, infinitives, prepositions and prepositional objects, direct objects, indirect objects, etc.

Neural network works as bilingual dictionary, which does not only store the meaning of English word in Arabic but it also stores linguistic features attached to the word.

The performance is evaluated by different MT evaluation methods.

The n-gram blue score achieved by the system is 0.7143 METEOR score achieved is 0.8734 and 0.8928 on F-measure.

American Psychological Association (APA)

Aqil, Marwan& Mishra, Ravi. 2014. ANN and rule based method for English to Arabic machine translation. The International Arab Journal of Information Technology،Vol. 11, no. 4.
https://search.emarefa.net/detail/BIM-334369

Modern Language Association (MLA)

Aqil, Marwan& Mishra, Ravi. ANN and rule based method for English to Arabic machine translation. The International Arab Journal of Information Technology Vol. 11, no. 4 (Jul. 2014).
https://search.emarefa.net/detail/BIM-334369

American Medical Association (AMA)

Aqil, Marwan& Mishra, Ravi. ANN and rule based method for English to Arabic machine translation. The International Arab Journal of Information Technology. 2014. Vol. 11, no. 4.
https://search.emarefa.net/detail/BIM-334369

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-334369