By Jeffrey S. Simonoff
Categorical facts come up usually in lots of fields, together with biometrics, economics, administration, production, advertising and marketing, psychology, and sociology. This ebook presents an advent to the research of such info. The insurance is large, utilizing the loglinear Poisson regression version and logistic binomial regression versions because the basic engines for technique. themes lined contain count number regression versions, similar to Poisson, adverse binomial, zero-inflated, and zero-truncated versions; loglinear types for two-dimensional and multidimensional contingency tables, together with for sq. tables and tables with ordered different types; and regression types for two-category (binary) and multiple-category goal variables, corresponding to logistic and proportional odds models.
All equipment are illustrated with analyses of genuine facts examples, many from fresh topic zone magazine articles. those analyses are highlighted within the textual content, and are extra specific than is usual, delivering dialogue of the context and heritage of the matter, version checking, and clinical implications. greater than two hundred routines are supplied, many additionally in accordance with contemporary topic zone literature. info units and laptop code can be found at a website dedicated to the textual content. Adopters of this e-book could request a options guide from: email@example.com.
From the reviews:
"Jeff Simonoff's publication is on the best of the heap of express information research textbooks...The examples are excellent. pupil reactions in a category I taught from this article have been uniformly confident, fairly as a result examples and routines. extra fabrics with regards to the booklet, rather code for S-Plus, SAS, and R, important for research of examples, are available on the author's website at big apple college. I loved this e-book hence, and suggest it to you for pedagogical purposes." (Stanley Wasserman, the yankee Statistician, August 2006, Vol. 60, No. 3)
"The ebook has quite a few noteworthy positive factors. The examples used are from a number of subject matters, together with drugs, economics, activities, mining, climate, in addition to social features like needle-exchange courses. The examples encourage the idea and in addition illustrate nuances of information analytical systems. The publication additionally comprises a number of more moderen tools for examining specific info, together with zero-inflated Poisson types, powerful research of binomial and poisson versions, sandwich estimators, multinomial smoothing, ordinal contract tables…this is well an excellent reference ebook for any researcher operating with specific data." Technometrics, may perhaps 2004
"This advisor offers a realistic method of the perfect research of express info and will be an appropriate buy for people with various degrees of statistical understanding." Paediatric and Perinatal Epidemiology, 2004, 18
"This publication provides a clean method of the subject of express information research. The presentation of the statistical tools exploits the relationship to regression modeling with a spotlight on sensible positive factors instead of formal theory...There is way to profit from this ebook. apart from the standard fabrics corresponding to organization diagrams, Mantel-Haenszel estimators, or overdispersion, the reader also will locate a few less-often provided yet fascinating and stimulating topics...[T]his is a superb booklet, giving an updated advent to the vast box of examining express data." Biometrics, September 2004
"...It is of serious aid to facts analysts, practitioners and researchers who care for specific information and want to get an important perception into the equipment of study in addition to useful guidance for fixing problems." International magazine of basic platforms, August 2004
"The writer has succeeded in writing an invaluable and readable textbook combining so much of basic concept and perform of count number data." Kwantitatieve Methoden
"The booklet particularly stresses easy methods to study and interpret data...In truth, the hugely specified multi-page descriptions of study and interpretation make the e-book stand out." Mathematical Geology, February 2005
"Overall, this can be a efficient and distinct textual content that i'd suggest to somebody facing the research of express data." Journal of the Royal Statistical Society
"This vital paintings permits transparent analogies among the well known linear versions for Gaussian facts and express info difficulties. … Jeffrey Simonoff’s interpreting express info presents an creation to a number of the very important principles and techniques for knowing counted info and tables of counts. … a few readers will locate Simonoff’s variety a great deal to their liking as a result of reliance on prolonged actual information examples to light up rules. … i believe the large examples will attract such a lot students." (Sanford Weisberg, SIAM evaluate, Vol. forty seven (4), 2005)
"It is obvious that the point of interest of Simonoff’s booklet isn't the same as different books on specific information research. … As an introductory textbook, the e-book is complete sufficient due to the fact all simple themes in express info research are mentioned. … i believe Simonoff’s publication is a useful addition to the literature since it discusses vital types for counts … ." (Jeroen okay. Vermunt, information in drugs, Vol. 24, 2005)
"The writer established this publication on his notes for a category with a truly diversified pool of scholars. the fabric is gifted in this kind of manner very heterogeneous workforce of scholars may perhaps grab it. All equipment are illustrated with analyses of genuine information examples. the writer offers an in depth dialogue of the context and heritage of the matter. … The booklet is especially fascinating and will be warmly suggested to humans operating with express data." (EMS - ecu Mathematical Society e-newsletter, December, 2004)
"Categorical info come up frequently in lots of fields … . This ebook presents an creation to the research of such facts. … All equipment are illustrated with analyses of genuine information examples, many from contemporary subject-area magazine articles. those analyses are highlighted within the textual content and are extra specific than is common … . greater than two hundred routines are supplied, together with many according to fresh subject-area literature. information units and computing device code can be found at an internet site dedicated to this text." (T. Postelnicu, Zentralblatt MATH, Vol. 1028, 2003)
"This publication grew out of notes ready through the writer for periods in express information research. The presentation is clean and compelling to learn. Regression principles are used to inspire the modelling offered. The booklet specializes in utilising the right way to actual difficulties; a lot of those might be novel to readers of records texts … . All chapters finish with a piece supplying references to books or articles for the inquiring reader." (C.M. O’Brien, brief booklet studies, Vol. 23 (3), 2003)
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Analyzing Categorical Data (Springer Texts in Statistics) by Jeffrey S. Simonoff