Statistical Machine Translation by Koehn, Philipp

Statistical Machine Translation by Koehn, Philipp

Price : 15.43

Ends on : N/A

View on eBay
Statistical Machine Translation by Koehn, Philipp: A Comprehensive Overview

In the field of natural language processing, Statistical Machine Translation (SMT) has emerged as a powerful approach for translating text from one language to another. One of the leading experts in this field is Philipp Koehn, whose work has significantly advanced the state-of-the-art in machine translation.

Koehn’s seminal paper, “Statistical Machine Translation” published in 2009, provides a comprehensive overview of SMT techniques and algorithms. In this paper, Koehn presents the statistical framework underlying machine translation, detailing the use of large parallel corpora to train translation models and the application of probability theory to generate translations.

One of the key contributions of Koehn’s work is the development of phrase-based translation models, which break down sentences into smaller units (phrases) and translate them individually. This approach has been shown to produce more accurate translations compared to traditional word-based models.

Furthermore, Koehn’s research has also explored the use of linguistically motivated features, such as syntactic information and word alignments, to improve translation quality. By incorporating these features into the translation model, Koehn has demonstrated significant improvements in translation accuracy.

Overall, Koehn’s work has had a profound impact on the field of machine translation, advancing the state-of-the-art and paving the way for further research in this area. His contributions have laid the foundation for the development of cutting-edge translation systems that are capable of producing high-quality translations across different languages.

In conclusion, “Statistical Machine Translation” by Philipp Koehn is a must-read for anyone interested in the field of natural language processing and machine translation. It provides a comprehensive overview of SMT techniques and algorithms, highlighting the key advancements made by Koehn in this area.
#Statistical #Machine #Translation #Koehn #Philipp