Bilingual Machine Translation Using RNN Based Deep Learning

Authors

  • Janhavi R. Chaudhary  M. E. Student( Information Technology Department ), L. D. college of Engineering, Ahmedabad, Gujarat, India
  • Prof. Ankit C. Patel  Assistant Professor( Information Technology Department ), L. D. college of Engineering, Ahmedabad, Gujarat, India

Keywords:

Machine Translation, Neural Networks, Neural Machine Translation, Deep Learning

Abstract

Machine Translation using Deep Learning (Neural Machine Translation) is a newly proposed approach to machine translation. The term Machine Translation is used in the sense of translation of one language to another, with no human improvement. It can also be referred to as automated translation. Unlike the traditional statistical machine translation, the neural machine translation aims at building a single neural network that can be jointly tuned to maximize the translation performance. The models proposed recently for neural machine translation often belong to a family of encoder–decoders and encode a source sentence into a ?xed-length vector from which a decoder generates a translation. In this approach Neural Machine Translation technique will be used to translate Japanese language into English language. Tanaka corpus will be used in this approach. Japanese will be translated into English using improved Recurrent Neural Network(RNN).

References

  1. Jiajun Zhang and Chengqing Zong, " Deep neural networks in machine translation : An overview", in IEEE intelligent system, 2015.
  2. Kyunghyun Cho, Aaron Courville, and Yoshua Bengio, "Describing multimedia content using attention based Encoder-Decoder network", IEEE TRANSACTIONS ON MULTIMEDIA, VOL. 17, NO. 11, NOVEMBER 2015.
  3. Sanjanaashree P, and Anand Kumar M, "Joint Layer based Deep Learning Framework for Bilingual Machine Transliteration", IEEE, 2015.
  4. Zhen Yang, Wei Chen, Feng Wang, Bo Xu, "Multi-Sense Based Neural Machine Translation",in IEEE, 2017.
  5. XIAO-XUE WANG, CONG-HUI ZHU, SHENG LI, TIE-JUN ZHAO, DE-QUAN ZHENG, "Neural Machine Translation Research Based On The Semantic Vector Of The Tri-lingual Parallel Corpus", in IEEE, 2016.
  6. Feng Wang, Wei Chen1] ,Zhen Yang, Xiaowei Zhang, Shuang xu, Bo Xu, "A Class-speci?c Copy Network for Handling the Rare Word Problem in Neural Machine Translation", in IEEE, 2017.
  7. Andi Hermanto, Teguh Bharata Adji, Noor Akhmad Setiawan, "Recurrent Neural Network Language Model for English-Indonesian Machine Translation: Experimental Study", in IEEE, 2015.
  8. Biao Zhang, Deyi Xiong, Jinsong Su, and Hong Duan, "A Context-Aware Recurrent Encoder for Neural Machine Translation", IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, VOL. 25, NO. 12, DECEMBER 2017.
  9. Deep Learning – Wikipedia, https://en.wikipedia.org/wiki/Deep_learning . 
  10. Xiao Sun, Xiaoqi Peng, Fuji Ren, Yun Xue, "Human-Machine Conversation Based on Hybrid Neural Network", in IEEE, 2017.
  11. Sandeep Saini, Vineet Sahula, "A Survey of Machine Translation Techniques and Systems for Indian Languages", in IEEE, 2015.
  12. Eric Greenstein, Daniel Penner, "Japanese-to-English Machine Translation Using Recurrent Neural Networks", available at https://github.com/lisagroundhog/GroundHog.
  13. Bing Zhao, Yik-Cheung Tam, "BILINGUAL RECURREN T NEURAL NETWORKS FOR IMPROVED STATISTICAL MACHINE TRANSLATION", in IEEE, 2014.
  14. Preeti Dubey, "Need for Hindi-Dogri Machine Translation System", in IEEE, 2014.
  15. Heeyoul Choi, Kyunghyun Cho, Yoshua Bengio, "Context-dependent word representation for neural machine translation", in Elsevier, 2017.
  16. Todd Law, Hidenori Itoh, Hirohisa Seki, " A neural network assisted Japanese-English Machine translation system", International Joint Conference on Neural Networks, 1993.
  17. KyungHyun Cho, Yoshua Bengio, " NEURAL MACHINE TRANSLATION BY JOINTLY LEARNING TO ALIGN AND TRANSLATE ", in ICLR, 2015.
  18. Neural Machine Translation Tutorial- https://sites.google.com/site/acl16nmt/home

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Published

2018-04-30

Issue

Section

Research Articles

How to Cite

[1]
Janhavi R. Chaudhary, Prof. Ankit C. Patel, " Bilingual Machine Translation Using RNN Based Deep Learning, International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 4, Issue 4, pp.1480-1484, March-April-2018.