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Nonparametric Statistical Methods For Complete and Censored Data

Autor M.M. Desu, D. Raghavarao
en Limba Engleză Paperback – 5 sep 2019
Balancing the "cookbook" approach of some texts with the more mathematical approach of others, Nonparametric Statistical Methods for Complete and Censored Data introduces commonly used non-parametric methods for complete data and extends those methods to right censored data analysis. Whenever possible, the authors derive their methodology from the general theory of statistical inference and introduce the concepts intuitively for students with minimal backgrounds. Derivations and mathematical details are relegated to appendices at the end of each chapter, which allows students to easily proceed through each chapter without becoming bogged down in a lot of mathematics.

In addition to the nonparametric methods for analyzing complete and censored data, the book covers optimal linear rank statistics, clinical equivalence, analysis of block designs, and precedence tests. To make the material more accessible and practical, the authors use SAS programs to illustrate the various methods included.


Exercises in each chapter, SAS code, and a clear, accessible presentation make this an outstanding text for a one-semester senior or graduate-level course in nonparametric statistics for students in a variety of disciplines, from statistics and biostatistics to business, psychology, and the social scientists.

Prerequisites: Students will need a solid background in calculus and a two-semester course in mathematical statistics.
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Specificații

ISBN-13: 9780367394950
ISBN-10: 0367394952
Pagini: 382
Dimensiuni: 156 x 234 x 23 mm
Greutate: 0.53 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC

Public țintă

Academic and Professional Practice & Development

Cuprins

Procedures for a Single Sample. Procedures for Two Independent Samples. Procedures for Related Samples. Procedures for Several Samples. Independence, Correlation, and Regression.

Descriere

Balancing the "cookbook" approach of some texts with the mathematical approach of others, this book introduces and develops some of the commonly used techniques of nonparametric statistics that are particularly important in biostatistics and the social sciences. The presentation is organized in relation to one, two, and multi-sample problems and includes discussions on correlation and regression methods and clinical equivalence with binary data. To make the material more accessible and practical, the authors use SAS to illustrate the calculations and present the mathematical details in appendices within each chapter. To help with problem solving, SAS code is presented both within the book and on the Internet.