000			02678cam a2200253 i 4500
003			ISI Library, Kolkata
005			20250722020010.0
008			240830b |||||||| |||| 00| 0 eng d
020			_a9781439855676
040			_aISI Library _bEnglish
082			_223rd _a512.6202855133 _bB595
100	1		_aBilder, Christopher R. _eauthor
245	1	0	_aAnalysis of categorical data with R/ _cChristopher R. Bilder, Thomas M. Loughin
260			_aBoca Raton : _bCRC Press, _c2015
300			_axiii, 533 pages: _bcharts, diagrams; _c26 cm.
490	0		_aTexts in Statistical Science
504			_aIncludes bibliography and index.
505	0		_aAnalyzing a Binary Response, Part 1: Introduction -- Analyzing a Binary Response, Part 2: Regression Models -- Analyzing a Multicategory Response -- Analyzing a count response -- Model selection and evaluation -- Additional topics -- An introduction to R -- Likelihood methods
520			_aAnalysis of Categorical Data with R presents a modern account of categorical data analysis using the popular R software. It covers recent techniques of model building and assessment for binary, multicategory, and count response variables and discusses fundamentals, such as odds ratio and probability estimation. The authors give detailed advice and guidelines on which procedures to use and why to use them. Requiring no prior experience with R, the text offers an introduction to the essential features and functions of R. It incorporates numerous examples from medicine, psychology, sports, ecology, and other areas, along with extensive R code and output. The authors use data simulation in R to help readers understand the underlying assumptions of a procedure and then to evaluate the procedure’s performance. They also present many graphical demonstrations of the features and properties of various analysis methods. The data sets and R programs from each example are available at www.chrisbilder.com/categorical. The programs include code used to create every plot and piece of output. Many of these programs contain code to demonstrate additional features or to perform more detailed analyses than what is in the text. Designed to be used in tandem with the book, the website also uniquely provides videos of the authors teaching a course on the subject. These videos include live, in-class recordings, which instructors may find useful in a blended or flipped classroom setting. The videos are also suitable as a substitute for a short course.
650		0	_aCategories (Mathematics) _xData Processing
650		0	_aR (Computer Program Language)
700	1		_aLoughin, Thomas M. _eauthor
942			_2ddc _cBK _01
999			_c418969 _d418969