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- catalog abstract ""Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, and other applications. Book jacket."--Jacket.".
- catalog contributor b11334428.
- catalog contributor b11334429.
- catalog created "c1999.".
- catalog date "1999".
- catalog date "c1999.".
- catalog dateCopyrighted "c1999.".
- catalog description ""Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, and other applications. Book jacket."--Jacket.".
- catalog description "Includes bibliographical references (p. 611-655) and index.".
- catalog description "List of Tables -- List of Figures -- Table of Notations -- Preface -- Road Map -- I. Preliminaries -- 1. Introduction -- 2. Mathematical Foundations -- 3. Linguistics Essentials -- 4. Corpus-Based Work -- II. Words -- 5. Collocations -- 6. Statistical Inference: n-gram Models over Sparse Data -- 7. Word Sense Disambiguation -- 8. Lexical Acquisition -- III. Grammar -- 9. Markov Models -- 10. Part-of-Speech Tagging -- 11. Probabilistic Context Free Grammars -- 12. Probabilistic Parsing -- IV. Applications and Techniques -- 13. Statistical Alignment and Machine Translation -- 14. Clustering -- 15. Topics in Information Retrieval -- 16. Text Categorization -- Tiny Statistical Tables -- Bibliography -- Index.".
- catalog extent "xxxvii, 680 p. :".
- catalog identifier "0262133601".
- catalog issued "1999".
- catalog issued "c1999.".
- catalog language "eng".
- catalog publisher "Cambridge, Mass. : MIT Press,".
- catalog subject "410/.285 21".
- catalog subject "Computational linguistics Statistical methods.".
- catalog subject "Natural Language Processing.".
- catalog subject "P98.5.S83 M36 1999".
- catalog subject "Statistics as Topic.".
- catalog tableOfContents "List of Tables -- List of Figures -- Table of Notations -- Preface -- Road Map -- I. Preliminaries -- 1. Introduction -- 2. Mathematical Foundations -- 3. Linguistics Essentials -- 4. Corpus-Based Work -- II. Words -- 5. Collocations -- 6. Statistical Inference: n-gram Models over Sparse Data -- 7. Word Sense Disambiguation -- 8. Lexical Acquisition -- III. Grammar -- 9. Markov Models -- 10. Part-of-Speech Tagging -- 11. Probabilistic Context Free Grammars -- 12. Probabilistic Parsing -- IV. Applications and Techniques -- 13. Statistical Alignment and Machine Translation -- 14. Clustering -- 15. Topics in Information Retrieval -- 16. Text Categorization -- Tiny Statistical Tables -- Bibliography -- Index.".
- catalog title "Foundations of statistical natural language processing / Christopher D. Manning, Hinrich Schütze.".
- catalog type "text".