By Jeffrey S. Simonoff
Categorical facts come up usually in lots of fields, together with biometrics, economics, administration, production, advertising, psychology, and sociology. This e-book offers an advent to the research of such information. The assurance is huge, utilizing the loglinear Poisson regression version and logistic binomial regression versions because the basic engines for method. themes coated comprise count number regression types, comparable to 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 versions for two-category (binary) and multiple-category aim variables, akin to logistic and proportional odds models.
All equipment are illustrated with analyses of genuine facts examples, many from fresh topic sector magazine articles. those analyses are highlighted within the textual content, and are extra distinctive than is commonplace, supplying dialogue of the context and history of the matter, version checking, and clinical implications. greater than 2 hundred workouts are supplied, many additionally according to contemporary topic region literature. info units and machine code can be found at an internet site dedicated to the textual content. Adopters of this publication may possibly request a strategies handbook from: firstname.lastname@example.org.
From the reviews:
"Jeff Simonoff's e-book is on the best of the heap of specific information research textbooks...The examples are extraordinary. scholar reactions in a category I taught from this article have been uniformly confident, really as a result examples and routines. extra fabrics on the topic of the booklet, quite code for S-Plus, SAS, and R, worthy for research of examples, are available on the author's site at big apple collage. 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 ebook has numerous noteworthy beneficial properties. The examples used are from various subject matters, together with drugs, economics, activities, mining, climate, in addition to social elements like needle-exchange courses. The examples inspire the speculation and in addition illustrate nuances of knowledge analytical methods. The publication additionally comprises numerous more moderen tools 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 a great reference publication for any researcher operating with specific data." Technometrics, could 2004
"This advisor offers a realistic method of the precise research of express information and will be an appropriate buy for people with various degrees of statistical understanding." Paediatric and Perinatal Epidemiology, 2004, 18
"This publication offers 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 far to benefit from this e-book. apart from the normal fabrics corresponding to organization diagrams, Mantel-Haenszel estimators, or overdispersion, the reader also will locate a few less-often offered yet attention-grabbing and stimulating topics...[T]his is a wonderful ebook, giving an up to date creation to the extensive box of examining express data." Biometrics, September 2004
"...It is of serious support to information analysts, practitioners and researchers who take care of specific info and want to get an important perception into the equipment of research in addition to sensible directions 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 common idea and perform of count number data." Kwantitatieve Methoden
"The ebook particularly stresses how one can learn and interpret data...In truth, the hugely certain multi-page descriptions of research and interpretation make the booklet stand out." Mathematical Geology, February 2005
"Overall, this can be a efficient and special textual content that i might suggest to someone 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 information and express facts difficulties. … Jeffrey Simonoff’s studying specific info presents an creation to a number of the very important principles and strategies for figuring out 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 rules. … i feel the broad examples will attract so much students." (Sanford Weisberg, SIAM overview, Vol. forty seven (4), 2005)
"It is obvious that the focal point of Simonoff’s publication isn't the same as different books on express facts research. … As an introductory textbook, the publication is complete sufficient seeing that all uncomplicated subject matters in express facts research are mentioned. … i feel Simonoff’s ebook is a invaluable addition to the literature since it discusses very important types for counts … ." (Jeroen okay. Vermunt, information in drugs, Vol. 24, 2005)
"The writer established this booklet on his notes for a category with a really assorted pool of scholars. the fabric is gifted in this type of approach very heterogeneous crew of scholars might clutch it. All equipment are illustrated with analyses of genuine facts examples. the writer offers an in depth dialogue of the context and heritage of the matter. … The e-book is particularly attention-grabbing and will be warmly advised to humans operating with specific data." (EMS - eu Mathematical Society e-newsletter, December, 2004)
"Categorical facts come up frequently in lots of fields … . This publication presents an creation to the research of such info. … All equipment are illustrated with analyses of genuine information examples, many from fresh subject-area magazine articles. those analyses are highlighted within the textual content and are extra precise than is ordinary … . greater than 2 hundred workouts are supplied, together with many according to contemporary subject-area literature. facts units and desktop code can be found at a website dedicated to this text." (T. Postelnicu, Zentralblatt MATH, Vol. 1028, 2003)
"This e-book grew out of notes ready via the writer for periods in express facts research. The presentation is clean and compelling to learn. Regression principles are used to inspire the modelling awarded. The ebook makes a speciality of using ways to actual difficulties; a lot of those may be novel to readers of records texts … . All chapters finish with a piece offering references to books or articles for the inquiring reader." (C.M. O’Brien, brief e-book experiences, Vol. 23 (3), 2003)
Read or Download Analyzing Categorical Data (Springer Texts in Statistics) PDF
Best social sciences statistics books
Observe: Bouyei is related to Buyi. even supposing nearly all of China’s inhabitants is of the Han nationality (which debts for greater than ninety% of China’s population), the non-Han ethnic teams have a inhabitants of greater than a hundred million. before, China has formally pointed out, aside from different unknown ethnic teams and foreigners with chinese language citizenship, fifty six ethnic teams.
Bridging an knowing of records and SPSS. This specified textual content is helping scholars enhance a conceptual knowing of numerous statistical exams by way of linking the tips discovered in a facts classification from a conventional facts textbook with the computational steps and output from SPSS. every one bankruptcy starts off with a student-friendly clarification of the concept that in the back of each one statistical try out and the way the try out pertains to that idea.
Records are only as very important to figuring out political technology because the research of associations, yet getting scholars to appreciate them whilst instructing a tools path could be a great problem. In information for Political research, writer Theresa Marchant-Shapiro makes knowing the numbers effortless. the single creation to statistical data e-book written particularly for political technological know-how undergraduates, this ebook explains each one statistical proposal in simple language—from uncomplicated univariate statistics and the fundamental measures of organization to bivariate and multivariate regression—and makes use of actual global political examples.
Identified for its clarity and readability, this moment version of the best-selling utilized Regression offers an available advent to regression research for social scientists and different pros who are looking to version quantitative information. After masking the fundamental suggestion of becoming a directly line to a scatter of knowledge issues, the textual content makes use of transparent language to give an explanation for either the maths and assumptions at the back of the easy linear regression version.
- The Demographic Masculinization of China: Hoping for a Son: 1 (INED Population Studies)
- Stochastic World (Mathematical Engineering)
- Vital Statistics on the Presidency: The definitive source for data and analysis on the American Presidency
- Analysis and Modeling of Complex Data in Behavioral and Social Sciences (Studies in Classification, Data Analysis, and Knowledge Organization)
- Text Analysis with R for Students of Literature (Quantitative Methods in the Humanities and Social Sciences)
- Applied Ordinal Logistic Regression Using Stata: From Single-Level to Multilevel Modeling
Extra info for Analyzing Categorical Data (Springer Texts in Statistics)
Analyzing Categorical Data (Springer Texts in Statistics) by Jeffrey S. Simonoff