Tamil Linguistic Tools and English-Tamil Machine Translation System

ISBN-13: 9783659619380 / Angielski / Miękka / 2014 / 300 str.

M. Anand Kumar

Opis

Machine translation is about an automatic conversion of one natural language text to another using computer. This book explains the development of Tamil Linguistic Tools and English-Tamil Machine Translation System. Development of Tamil linguistic tools such as Part-of-Speech Tagger, Morphological Analyzer and Morphological Generator are also explained in detail. Statistical Machine Translation (SMT) system treats translation problem as a machine learning problem. Learning algorithms create a model from parallel sentences and using this model, new sentences are translated. Huge amounts of parallel corpora are required for learning the pattern. SMT algorithms are difficult to apply directly for dissimilar language pair like English-Tamil. To resolve this and improve the translation performance an additional morphological pre-processing is required. This pre-processing is performed using Tamil linguistic tools which augment the linguistic information into the parallel corpora. The pre and post processing methodology explained in this book are applicable to other language pairs too.

O autorze

Dr. M. Anand Kumar is presently working as an Assistant Professor in Center for Excellence in Computational Engg & Networking, Amrita Vishwa Vidyapeetham, Coimbatore, India. His area of interest includes Machine Translation, Machine learning for Natural Language Processing and Text Analytics.