Quantum Neural Network Based Machine Translator for Hindi to English
This paper presents the machine learning based machine translation system for Hindi to English, which learns the semantically correct corpus. The quantum neural based pattern recognizer is used to recognize and learn the pattern of corpus, using the information of part of speech of individual word i...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Wiley
2014-01-01
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| Series: | The Scientific World Journal |
| Online Access: | http://dx.doi.org/10.1155/2014/485737 |
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| _version_ | 1849691070803214336 |
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| author | Ravi Narayan V. P. Singh S. Chakraverty |
| author_facet | Ravi Narayan V. P. Singh S. Chakraverty |
| author_sort | Ravi Narayan |
| collection | DOAJ |
| description | This paper presents the machine learning based machine translation system for Hindi to English, which learns the semantically correct corpus. The quantum neural based pattern recognizer is used to recognize and learn the pattern of corpus, using the information of part of speech of individual word in the corpus, like a human. The system performs the machine translation using its knowledge gained during the learning by inputting the pair of sentences of Devnagri-Hindi and English. To analyze the effectiveness of the proposed approach, 2600 sentences have been evaluated during simulation and evaluation. The accuracy achieved on BLEU score is 0.7502, on NIST score is 6.5773, on ROUGE-L score is 0.9233, and on METEOR score is 0.5456, which is significantly higher in comparison with Google Translation and Bing Translation for Hindi to English Machine Translation. |
| format | Article |
| id | doaj-art-e8a8ef76d7b14c3ca86c7163ae4d312b |
| institution | DOAJ |
| issn | 2356-6140 1537-744X |
| language | English |
| publishDate | 2014-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | The Scientific World Journal |
| spelling | doaj-art-e8a8ef76d7b14c3ca86c7163ae4d312b2025-08-20T03:21:09ZengWileyThe Scientific World Journal2356-61401537-744X2014-01-01201410.1155/2014/485737485737Quantum Neural Network Based Machine Translator for Hindi to EnglishRavi Narayan0V. P. Singh1S. Chakraverty2Department of Computer Science & Engineering, Thapar University, Patiala, Punjab 147 004, IndiaDepartment of Computer Science & Engineering, Thapar University, Patiala, Punjab 147 004, IndiaDepartment of Mathematics, National Institute of Technology Rourkela, Odisha 769 008, IndiaThis paper presents the machine learning based machine translation system for Hindi to English, which learns the semantically correct corpus. The quantum neural based pattern recognizer is used to recognize and learn the pattern of corpus, using the information of part of speech of individual word in the corpus, like a human. The system performs the machine translation using its knowledge gained during the learning by inputting the pair of sentences of Devnagri-Hindi and English. To analyze the effectiveness of the proposed approach, 2600 sentences have been evaluated during simulation and evaluation. The accuracy achieved on BLEU score is 0.7502, on NIST score is 6.5773, on ROUGE-L score is 0.9233, and on METEOR score is 0.5456, which is significantly higher in comparison with Google Translation and Bing Translation for Hindi to English Machine Translation.http://dx.doi.org/10.1155/2014/485737 |
| spellingShingle | Ravi Narayan V. P. Singh S. Chakraverty Quantum Neural Network Based Machine Translator for Hindi to English The Scientific World Journal |
| title | Quantum Neural Network Based Machine Translator for Hindi to English |
| title_full | Quantum Neural Network Based Machine Translator for Hindi to English |
| title_fullStr | Quantum Neural Network Based Machine Translator for Hindi to English |
| title_full_unstemmed | Quantum Neural Network Based Machine Translator for Hindi to English |
| title_short | Quantum Neural Network Based Machine Translator for Hindi to English |
| title_sort | quantum neural network based machine translator for hindi to english |
| url | http://dx.doi.org/10.1155/2014/485737 |
| work_keys_str_mv | AT ravinarayan quantumneuralnetworkbasedmachinetranslatorforhinditoenglish AT vpsingh quantumneuralnetworkbasedmachinetranslatorforhinditoenglish AT schakraverty quantumneuralnetworkbasedmachinetranslatorforhinditoenglish |