DocumentCode
248423
Title
Multilingual Machine Translation with Semantic and Disambiguation
Author
Meera, M. ; Sony, P.
Author_Institution
Coll. of Eng., IHRD, Cherthala, India
fYear
2014
fDate
27-29 Aug. 2014
Firstpage
223
Lastpage
226
Abstract
Machine Translation is the process of translating one natural language into another using automated and computerized means. The proposed system is a rule based multilingual unidirectional translation system which translates English sentences into corresponding Malayalam and Hindi sentences. During translation it incorporates morphological and syntactic information present in the working pair of languages. And it also performs word sense disambiguation, semantic analysis and morphological processing of the generated target sentence. Machine learning based word sense disambiguation and First Order Predicate Logic(FOPL) based semantic checking are the two main features of this paper. The word arrangement in dictionary with POS tags and word sense is an other important factor that can contribute to the efficiency of the translation system. Hence the system can achieve 74% accuracy for both translation which includes all the tenses and different type of sentences in English.
Keywords
formal logic; knowledge based systems; language translation; learning (artificial intelligence); natural language processing; English sentences; FOPL; Hindi sentences; Malayalam sentences; first order predicate logic; machine learning; multilingual machine translation; natural language; rule based multilingual unidirectional translation system; word sense disambiguation; Context; Dictionaries; Educational institutions; Grammar; Morphology; Semantics; Syntactics; Machine Translation; Morphology Generation; Word Sense Disambiguation;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Computing and Communications (ICACC), 2014 Fourth International Conference on
Conference_Location
Cochin
Print_ISBN
978-1-4799-4364-7
Type
conf
DOI
10.1109/ICACC.2014.60
Filename
6906029
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