By Jeffrey S. Simonoff
Categorical info come up usually in lots of fields, together with biometrics, economics, administration, production, advertising and marketing, psychology, and sociology. This publication presents an creation to the research of such information. The assurance is wide, utilizing the loglinear Poisson regression version and logistic binomial regression versions because the fundamental engines for method. issues coated contain count number regression types, reminiscent of Poisson, adverse binomial, zero-inflated, and zero-truncated versions; loglinear versions 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 objective variables, equivalent to logistic and proportional odds models.
All equipment are illustrated with analyses of actual facts examples, many from contemporary topic zone magazine articles. those analyses are highlighted within the textual content, and are extra targeted than is ordinary, supplying dialogue of the context and heritage of the matter, version checking, and clinical implications. greater than 2 hundred workouts are supplied, many additionally in accordance with contemporary topic region literature. info units and laptop code can be found at a website dedicated to the textual content. Adopters of this publication might request a recommendations guide from: email@example.com.
From the reviews:
"Jeff Simonoff's publication is on the best of the heap of express info research textbooks...The examples are awesome. pupil reactions in a category I taught from this article have been uniformly optimistic, quite as a result of examples and routines. extra fabrics relating to the ebook, really code for S-Plus, SAS, and R, worthwhile for research of examples, are available on the author's site at manhattan collage. I cherished this publication for that reason, and suggest it to you for pedagogical purposes." (Stanley Wasserman, the yankee Statistician, August 2006, Vol. 60, No. 3)
"The booklet has a number of noteworthy positive factors. The examples used are from quite a few themes, together with drugs, economics, activities, mining, climate, in addition to social points like needle-exchange courses. The examples encourage the speculation and in addition illustrate nuances of information analytical strategies. The ebook additionally accommodates a number of more recent equipment for interpreting express info, together with zero-inflated Poisson types, strong research of binomial and poisson versions, sandwich estimators, multinomial smoothing, ordinal contract tables…this is well an exceptional reference ebook for any researcher operating with specific data." Technometrics, may possibly 2004
"This consultant offers a realistic method of the ideal 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 booklet supplies 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 aspects instead of formal theory...There is far to benefit from this e-book. 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 attention-grabbing and stimulating topics...[T]his is a wonderful ebook, giving an up to date advent to the extensive box of studying express data." Biometrics, September 2004
"...It is of serious support to information analysts, practitioners and researchers who care for express information and wish to get an important perception into the tools of study in addition to useful guidance for fixing problems." International magazine of normal structures, August 2004
"The writer has succeeded in writing an invaluable and readable textbook combining such a lot of common thought and perform of count number data." Kwantitatieve Methoden
"The booklet in particular stresses how one can examine and interpret data...In truth, the hugely targeted multi-page descriptions of research and interpretation make the ebook stand out." Mathematical Geology, February 2005
"Overall, it is a efficient and precise textual content that i'd suggest to a person facing the research of specific data." Journal of the Royal Statistical Society
"This vital paintings allows transparent analogies among the well known linear types for Gaussian facts and express facts difficulties. … Jeffrey Simonoff’s studying specific info offers an creation to some of the vital principles and strategies 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 genuine info examples to light up principles. … i feel the large examples will entice such a lot students." (Sanford Weisberg, SIAM evaluation, Vol. forty seven (4), 2005)
"It is obvious that the focal point of Simonoff’s publication isn't like different books on express info research. … As an introductory textbook, the booklet is entire adequate seeing that all uncomplicated issues in specific facts research are mentioned. … i believe Simonoff’s publication is a helpful addition to the literature since it discusses vital versions for counts … ." (Jeroen okay. Vermunt, statistics in drugs, Vol. 24, 2005)
"The writer established this publication on his notes for a category with a truly various pool of scholars. the cloth is gifted in this kind of method very heterogeneous workforce of scholars may take hold of it. All equipment are illustrated with analyses of actual info examples. the writer offers a close dialogue of the context and heritage of the matter. … The ebook is particularly attention-grabbing and will be warmly steered to humans operating with specific data." (EMS - ecu Mathematical Society e-newsletter, December, 2004)
"Categorical information come up usually in lots of fields … . This ebook offers an advent to the research of such information. … All equipment are illustrated with analyses of genuine facts examples, many from fresh subject-area magazine articles. those analyses are highlighted within the textual content and are extra designated than is regular … . greater than 2 hundred routines are supplied, together with many in keeping with fresh subject-area literature. facts units and machine code can be found at a website dedicated to this text." (T. Postelnicu, Zentralblatt MATH, Vol. 1028, 2003)
"This publication grew out of notes ready via the writer for sessions in specific info research. The presentation is clean and compelling to learn. Regression rules are used to encourage the modelling provided. The e-book specializes in employing tips on how to actual difficulties; lots of those could be novel to readers of data texts … . All chapters finish with a piece supplying references to books or articles for the inquiring reader." (C.M. O’Brien, brief booklet reports, Vol. 23 (3), 2003)
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Analyzing Categorical Data (Springer Texts in Statistics) by Jeffrey S. Simonoff