By Jeffrey S. Simonoff
Categorical information come up usually in lots of fields, together with biometrics, economics, administration, production, advertising, psychology, and sociology. This ebook offers an advent to the research of such info. The assurance is wide, utilizing the loglinear Poisson regression version and logistic binomial regression versions because the fundamental engines for technique. themes lined comprise count number regression types, equivalent 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 objective variables, resembling logistic and proportional odds models.
All equipment are illustrated with analyses of genuine information examples, many from fresh topic region magazine articles. those analyses are highlighted within the textual content, and are extra distinct than is average, supplying dialogue of the context and historical past of the matter, version checking, and medical implications. greater than two hundred routines are supplied, many additionally in keeping with contemporary topic sector literature. info units and desktop code can be found at a website dedicated to the textual content. Adopters of this publication may perhaps request a options handbook 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 amazing. scholar reactions in a category I taught from this article have been uniformly confident, rather a result of examples and workouts. extra fabrics regarding the e-book, rather code for S-Plus, SAS, and R, necessary for research of examples, are available on the author's website at big apple collage. I beloved this e-book as a result, and suggest it to you for pedagogical purposes." (Stanley Wasserman, the yankee Statistician, August 2006, Vol. 60, No. 3)
"The booklet has quite a few noteworthy beneficial properties. The examples used are from a number of issues, together with drugs, economics, activities, mining, climate, in addition to social points like needle-exchange courses. The examples encourage the idea and in addition illustrate nuances of knowledge analytical approaches. The ebook additionally accommodates numerous more moderen equipment for reading express facts, together with zero-inflated Poisson versions, strong research of binomial and poisson versions, sandwich estimators, multinomial smoothing, ordinal contract tables…this is easily an outstanding reference booklet for any researcher operating with specific data." Technometrics, may possibly 2004
"This consultant offers a pragmatic method of the right research of express facts and will be an appropriate buy for people with various degrees of statistical understanding." Paediatric and Perinatal Epidemiology, 2004, 18
"This e-book offers 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 useful positive aspects instead of formal theory...There is way to benefit from this publication. other than the standard fabrics comparable 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 wonderful booklet, giving an up to date advent to the broad box of studying express data." Biometrics, September 2004
"...It is of serious aid to facts analysts, practitioners and researchers who care for express info and want to get an important perception into the tools of study in addition to sensible guidance for fixing problems." International magazine of common structures, August 2004
"The writer has succeeded in writing an invaluable and readable textbook combining such a lot of normal conception and perform of count number data." Kwantitatieve Methoden
"The publication particularly stresses how one can research and interpret data...In truth, the hugely precise multi-page descriptions of research and interpretation make the ebook stand out." Mathematical Geology, February 2005
"Overall, this can be a useful and particular textual content that i might suggest to somebody facing the research of express data." Journal of the Royal Statistical Society
"This vital paintings enables transparent analogies among the well known linear versions for Gaussian info and express information difficulties. … Jeffrey Simonoff’s reading specific facts offers an advent to a few of the very important principles and strategies for figuring out counted info and tables of counts. … a few readers will locate Simonoff’s variety a great deal to their liking because of reliance on prolonged actual info examples to light up principles. … i feel the large examples will attract such a lot students." (Sanford Weisberg, SIAM assessment, Vol. forty seven (4), 2005)
"It is apparent that the focal point of Simonoff’s publication isn't like different books on specific information research. … As an introductory textbook, the ebook is accomplished sufficient seeing that all simple issues in specific information research are mentioned. … i believe Simonoff’s publication is a necessary addition to the literature since it discusses vital types for counts … ." (Jeroen ok. Vermunt, facts in medication, Vol. 24, 2005)
"The writer established this ebook on his notes for a category with a truly varied pool of scholars. the fabric is gifted in any such method very heterogeneous crew of scholars may clutch it. All tools are illustrated with analyses of actual information examples. the writer offers an in depth dialogue of the context and heritage of the matter. … The ebook is particularly attention-grabbing and will be warmly instructed to humans operating with express data." (EMS - eu Mathematical Society e-newsletter, December, 2004)
"Categorical facts come up usually in lots of fields … . This publication offers an creation to the research of such info. … 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 particular than is regular … . greater than 2 hundred routines are supplied, together with many in keeping with fresh subject-area literature. info units and laptop 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 by way of the writer for periods in specific facts research. The presentation is clean and compelling to learn. Regression rules are used to inspire the modelling awarded. The e-book makes a speciality of employing how to actual difficulties; lots of those could 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 studies, Vol. 23 (3), 2003)
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Analyzing Categorical Data (Springer Texts in Statistics) by Jeffrey S. Simonoff