Statistical Machine Translation

by Philipp Koehn
Statistical Machine Translation cover
Good Books rating 4.17
Language and Linguistics
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  • ID: 8369
  • Added: 2025-12-21
  • Updated: 2025-12-21
  • ISBN: 9780521874151
  • Publisher: Cambridge University Press
  • Published: 2010-01-01
  • Reviews: 3

Statistical Machine Translation brings the dream of automatic language translation closer to reality. This class-tested textbook, written by an active researcher in the field, provides a clear and careful introduction to the latest methods and explains how to build machine translation systems for any two languages. It covers the subject's building blocks from linguistics and probability, as well as major models for machine translation, including word-based, phrase-based, and tree-based models. The book also delves into machine translation evaluation, language modeling, discriminative training, and advanced methods to integrate linguistic annotation. /n/n Ideal for students at undergraduate and graduate levels, or for anyone interested in the latest developments in machine translation, this book reports the latest research, presents major outstanding challenges, and enables novices as well as experienced researchers to make novel contributions to this exciting area.

Reviews
Goodreads · 2025-12-21
valuable 4.00

This introductory text is highly praised for its clear and careful introduction to the latest methods in statistical machine translation. The reviewer finds it to be a valuable resource for anyone looking to build a statistical machine translator.

The reviewer on Goodreads highlights the book's clear and careful introduction to the latest methods in statistical machine translation. They find it to be a valuable resource for anyone looking to build a statistical machine translator, as it provides all the necessary theories and methods. The reviewer appreciates the book's practical approach and its relevance to current advancements in the field. They also note that the book is well-suited for both students and researchers, making it a comprehensive guide to the subject.

Quick quotes

    This introductory text to statistical machine translation (SMT) provides all of the theories…

    It is highly praised for its clear and careful introduction to the latest methods.

    The reviewer finds it to be a valuable resource for anyone looking to build a statistical machine translator.

John Benjamins Publishing Company · 101-10-20
comprehensive 4.00

The book provides a comprehensive overview of the history and development of machine translation, highlighting its evolution from early statistical methods to more sophisticated techniques. It is praised for its detailed and accessible presentation of complex ideas.

This review delves into the history of machine translation, tracing its roots back to the 1950s. The reviewer appreciates the book's thorough exploration of the field, noting that it covers both the theoretical foundations and practical applications of statistical machine translation. They find the book particularly valuable for its clear and detailed explanations, making it accessible even to those who may not have a deep background in the subject. The reviewer also highlights the book's relevance to current research and its potential to inspire further advancements in the field.

Quick quotes

    The first attempts at Machine Translation (MT) date from the fifties.

    This book provides a comprehensive overview of the history and development of machine translation.

    It is praised for its detailed and accessible presentation of complex ideas.

Computational Linguistics · C. Cherry · 101-10-20
comprehensive 4.50

The book is noted for its comprehensive coverage of statistical machine translation, providing a solid foundation for both students and researchers. The reviewer appreciates the book's practical approach and its relevance to current advancements in the field.

C. Cherry's review of 'Statistical Machine Translation' highlights the book's comprehensive coverage of the subject. They find it particularly useful for students and researchers, as it provides a solid foundation in the theoretical and practical aspects of statistical machine translation. The reviewer also notes the book's relevance to current advancements in the field, making it a valuable resource for anyone interested in the latest developments in machine translation. They appreciate the book's clear and detailed explanations, which make complex concepts more accessible.

Quick quotes

    Book Review: Statistical Machine Translation by Philipp Koehn.

    This book is noted for its comprehensive coverage of statistical machine translation.

    It provides a solid foundation for both students and researchers.

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