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Bootstrapping : A Nonparametric Approach to Statistical Inference

By: (Author) Christopher Z. Mooney , (Author) Robert D. Duval

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Ksh 6,650.00

Format: Paperback / Softback

ISBN-10: 080395381X

ISBN-13: 9780803953819

Series: Quantitative Applications in the Social Sciences

Publisher: SAGE Publications Inc

Imprint: SAGE Publications Inc

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Sep 29th, 1993

Print length: 80 Pages

Weight: 100 grams

Dimensions (height x width x thickness): 21.60 x 13.70 x 0.40 cms

Product Classification: Social research & statistics

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Bootstrapping, a computational nonparametric technique for "re-sampling," enables researchers to draw a conclusion about the characteristics of a population strictly from the existing sample rather than by making parametric assumptions about the estimator. Using real data examples from per capita personal income to median preference differences between legislative committee members and the entire legislature, Mooney and Duval discuss how to apply bootstrapping when the underlying sampling distribution of the statistics cannot be assumed normal, as well as when the sampling distribution has no analytic solution. In addition, they show the advantages and limitations of four bootstrap confidence interval methods: normal approximation, percenti

This book is. . . clear and well-written. . . anyone with any interest in the basis of quantitative analysis simply must read this book. . . . well-written, with a wealth of explanation. . . --Dougal Hutchison in Educational Research Using real data examples, this volume shows how to apply bootstrapping when the underlying sampling distribution of a statistic cannot be assumed normal, as well as when the sampling distribution has no analytic solution. In addition, it discusses the advantages and limitations of four bootstrap confidence interval methods--normal approximation, percentile, bias-corrected percentile, and percentile-t. The book concludes with a convenient summary of how to apply this computer-intensive methodology using various available software packages.


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