Foundations of Statistical Natural Language Processing (Record no. 294618)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02371nam a2200169Ia 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780262133609 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 410.285 MAN-F |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Christopher D Manning |
| 245 ## - TITLE STATEMENT | |
| Title | Foundations of Statistical Natural Language Processing |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cambridge, Mass |
| Name of publisher, distributor, etc. | MIT Press |
| Date of publication, distribution, etc. | 1999 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xxxvii, 680 pages ; 24 cm |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 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. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Statistical natural-language processing is, in my estimation, one of the most fast-moving and exciting areas of computer science these days. Anyone who wants to learn this field would be well advised to get this book. For that matter, the same goes for anyone who is already in the field. I know that it is going to be one of the most well-thumbed books on my bookshelf.\\\ -- Eugene Charniak, Department of Computer Science, Brown UniversityStatistical 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. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Computational linguistics -- Statistical methods. Linguistique informatique -- Méthodes statistiques. Statistische methoden. |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hinrich Schütze |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Book |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dept. of Computational Biology and Bioinformatics | Dept. of Computational Biology and Bioinformatics | Processing Center | 01/09/2015 | 410/.285 MAN-F | DCB1253 | 01/09/2015 | 01/09/2015 | Book |