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Word Frequency Distributions by R. Harald Baayen University of Nijmegen, The Netherlands TEXT, SPEECH AND LANGUAGE TECHNOLOGY Volume: 18 This book is a comprehensive introduction to the statistical analysis of word frequency distributions, intended for computational linguists, corpus linguists, psycholinguists, and researchers in the field of quantitative stylistics. Word frequency distributions are characterized by very large numbers of rare words. This property leads to strange phenomena such as mean frequencies that systematically change as the number of observations is increased, relative frequencies that even in large samples are not fully reliable estimators of population probabilities, and model parameters that vary with text or corpus size. Special statistical techniques for the analysis of distributions with large numbers of rare events can be found in various technical journals. The aim of this book is to make these techniques more accessible for non-specialists, both theoretically, by means of a careful introduction to the underlying probabilistic and statistical concepts, and practically, by providing a program library implementing the main models for word frequency distributions. CONTENTS 1. Word Frequencies. 2. Non-parametric models. 3. Parametric models. 4. Mixture distributions. 5. The Randomness Assumption. 6. Examples of Applications. A. List of Symbols. B. Solutions of the exercises. C. Software. D. Data sets. Bibliography. Index. Hardbound, ISBN 0-7923-7017-1, June 2001, 356 pp. EUR 117.00 / USD 108.00 / GBP 74.00 URL of this book: http://www.wkap.nl/book.htm/0-7923-7017-1 Thank you for your interest in Kluwer's books and journals. NORTH, CENTRAL AND SOUTH AMERICA Kluwer Academic Publishers Order Department, PO Box 358 Accord Station, Hingham, MA 02018-0358 USA Telephone (781) 871-6600 Fax (781) 681-9045 E-Mail: kluwerMail to author|Respond to list|Read more issues|LINGUIST home page|Top of issuewkap.com EUROPE, ASIA AND AFRICA Kluwer Academic Publishers Distribution Center PO Box 322 3300 AH Dordrecht The Netherlands Telephone 31-78-6392392 Fax 31-78-6546474 E-Mail: orderdept
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Tuesday, April 24, 2001 |
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