Statistical Machine Translation

ISBN-10: 0521874157
ISBN-13: 9780521874151
Edition: 2009
Authors: Philipp Koehn
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Book details

List price: $105.00
Copyright year: 2009
Publisher: Cambridge University Press
Publication date: 12/17/2009
Binding: Hardcover
Pages: 446
Size: 7.00" wide x 9.75" long x 0.75" tall
Weight: 0.726
Language: English

Philipp Koehn is a lecturer in the School of Informatics at the University of Edinburgh. He is the scientific co-ordinator of the European EuroMatrix project and also involved in research funded by DARPA in the USA. He has also collaborated with leading companies in the field, such as Systran and Asia Online. He implemented the widely used decoder Pharoah, and is leading the development of the open source machine translation toolkit Moses.

Preface
Foundations
Introduction
Overview
History of Machine Translation
Applications
Available Resources
Summary
Words, Sentences, Corpora
Words
Sentences
Corpora
Summary
Probability Theory
Estimating Probability Distributions
Calculating Probability Distributions
Properties of Probability Distributions
Summary
Core Methods
Word-Based Models
Machine Translation by Translating Words
Learning Lexical Translation Models
Ensuring Fluent Output
Higher IBM Models
Word Alignment
Summary
Phrase-Based Models
Standard Model
Learning a Phrase Translation Table
Extensions to the Translation Model
Extensions to the Reordering Model
EM Training of phrase-Based Models
Summary
Decoding
Translation Process
Beam Search
Future Cost Estimation
Other Decoding Algorithms
Summary
Language Models
N-Gram Language Models
Count Smoothing
Interpolation and Back-off
Managing the Size of the Model
Summary
Evaluation
Manual Evaluation
Automatic Evaluation
Hypothesis Testing
Task-Oriented Evaluation
Summary
Advanced Topics
Discriminative Training
Finding Candidate Translations
Principles of Discriminative Methods
Parameter Tuning
Large-Scale Discriminative Training
Posterior Methods and System Combination
Summary
Integrating Linguistic Information
Transliteration
Morphology
Syntactic Restructuring
Syntactic Features
Factored Translation Models
Summary
Tree-Based Models
Synchronous Grammars
Learning Synchronous Grammars
Decoding by Parsing
Summary
Bibliography
Author Index
Index

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