An introduction to nonparametric statistics First Edition Kolassa

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Product details:

• ISBN-10 ‏ : ‎ 0367194848
• ISBN-13 ‏ : ‎ 978-0367194840
• Author:  Kolassa

An Introduction to Nonparametric Statistics presents techniques for statistical analysis in the absence of strong assumptions about the distributions generating the data. Rank-based and resampling techniques are heavily represented, but robust techniques are considered as well. These techniques include one-sample testing and estimation, multi-sample testing and estimation, and regression.

Attention is paid to the intellectual development of the field, with a thorough review of bibliographical references. Computational tools, in R and SAS, are developed and illustrated via examples. Exercises designed to reinforce examples are included.

Table of contents:

1. Background

2. One-Sample Nonparametric Inference

3. Two-Sample Testing

4. Methods for Three or More Groups

5. Group Differences with Blocking

6. Bivariate Methods

7. Multivariate Analysis

8. Density Estimation

9. Regression Function Estimates

10. Resampling Techniques

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