By Jeffrey S. Simonoff
Categorical info come up frequently in lots of fields, together with biometrics, economics, administration, production, advertising, psychology, and sociology. This publication offers an creation to the research of such info. The insurance is huge, utilizing the loglinear Poisson regression version and logistic binomial regression versions because the fundamental engines for technique. subject matters lined contain count number regression versions, akin to Poisson, damaging 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 versions for two-category (binary) and multiple-category goal variables, akin to logistic and proportional odds models.
All tools are illustrated with analyses of actual info examples, many from fresh topic region magazine articles. those analyses are highlighted within the textual content, and are extra unique 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 line with fresh topic sector literature. info units and machine code can be found at an internet site dedicated to the textual content. Adopters of this ebook might request a options guide from: email@example.com.
From the reviews:
"Jeff Simonoff's publication is on the best of the heap of specific information research textbooks...The examples are really good. pupil reactions in a category I taught from this article have been uniformly optimistic, quite as a result of the examples and workouts. extra fabrics regarding the publication, really code for S-Plus, SAS, and R, precious for research of examples, are available on the author's website at ny college. I cherished this e-book consequently, and suggest it to you for pedagogical purposes." (Stanley Wasserman, the yank Statistician, August 2006, Vol. 60, No. 3)
"The e-book has quite a few noteworthy positive factors. The examples used are from numerous issues, together with drugs, economics, activities, mining, climate, in addition to social features like needle-exchange courses. The examples inspire the idea and likewise illustrate nuances of information analytical strategies. The booklet additionally comprises a number of more moderen equipment for reading specific information, together with zero-inflated Poisson types, powerful research of binomial and poisson types, sandwich estimators, multinomial smoothing, ordinal contract tables…this is easily an outstanding reference e-book for any researcher operating with specific data." Technometrics, may possibly 2004
"This consultant offers a realistic method of the correct 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 specific facts research. The presentation of the statistical tools exploits the relationship to regression modeling with a spotlight on sensible positive aspects instead of formal theory...There is way to benefit from this publication. apart from the normal fabrics comparable to organization diagrams, Mantel-Haenszel estimators, or overdispersion, the reader also will locate a few less-often awarded yet fascinating and stimulating topics...[T]his is a wonderful booklet, giving an updated creation to the vast box of examining specific data." Biometrics, September 2004
"...It is of serious support to info analysts, practitioners and researchers who take care of express facts and want to get an important perception into the tools of study in addition to sensible instructions for fixing problems." International magazine of common platforms, August 2004
"The writer has succeeded in writing an invaluable and readable textbook combining so much of normal conception and perform of count number data." Kwantitatieve Methoden
"The e-book specially stresses the way to learn and interpret data...In truth, the hugely particular multi-page descriptions of study and interpretation make the publication stand out." Mathematical Geology, February 2005
"Overall, this can be a efficient and specified textual content that i'd suggest to an individual facing the research of express data." Journal of the Royal Statistical Society
"This very important paintings permits transparent analogies among the well known linear versions for Gaussian facts and express facts difficulties. … Jeffrey Simonoff’s studying express facts offers an advent to some of the very important principles and strategies for knowing counted information and tables of counts. … a few readers will locate Simonoff’s type a great deal to their liking because of reliance on prolonged actual facts examples to light up principles. … i believe the vast examples will entice so much students." (Sanford Weisberg, SIAM evaluate, Vol. forty seven (4), 2005)
"It is apparent that the focal point of Simonoff’s booklet isn't the same as different books on specific facts research. … As an introductory textbook, the booklet is accomplished adequate due to the fact that all easy issues in specific info research are mentioned. … i believe Simonoff’s ebook is a important addition to the literature since it discusses very important types for counts … ." (Jeroen ok. Vermunt, records in medication, Vol. 24, 2005)
"The writer dependent this booklet on his notes for a category with a truly assorted pool of scholars. the fabric is gifted in this sort of means very heterogeneous crew of scholars may snatch it. All tools are illustrated with analyses of actual info examples. the writer presents a close dialogue of the context and history of the matter. … The e-book is particularly fascinating and will be warmly instructed to humans operating with express data." (EMS - eu Mathematical Society publication, December, 2004)
"Categorical facts come up frequently in lots of fields … . This booklet offers an creation to the research of such information. … All tools are illustrated with analyses of actual facts examples, many from fresh subject-area magazine articles. those analyses are highlighted within the textual content and are extra targeted than is average … . greater than two hundred workouts are supplied, together with many in accordance with fresh subject-area literature. facts units and desktop code can be found at an internet site dedicated to this text." (T. Postelnicu, Zentralblatt MATH, Vol. 1028, 2003)
"This ebook grew out of notes ready by way of the writer for sessions in specific facts research. The presentation is clean and compelling to learn. Regression principles are used to encourage the modelling offered. The e-book specializes in utilizing easy methods to actual difficulties; lots of those may be novel to readers of facts texts … . All chapters finish with a bit delivering references to books or articles for the inquiring reader." (C.M. O’Brien, brief ebook experiences, Vol. 23 (3), 2003)
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Extra resources for Analyzing Categorical Data (Springer Texts in Statistics)
Analyzing Categorical Data (Springer Texts in Statistics) by Jeffrey S. Simonoff