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Statistics and Experimental Design for Psychologists: a model comparison approach

Allen, Rory. 2017. Statistics and Experimental Design for Psychologists: a model comparison approach. London, UK: World Scientific. ISBN 978-1-78634-065-8 [Book]

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Abstract or Description

This is the first textbook for psychologists which combines the model comparison method in statistics with a hands-on guide to computer-based analysis and clear explanations of the links between models, hypotheses and experimental designs. Statistics is often seen as a set of cookbook recipes which must be learned by heart. Model comparison, by contrast, provides a mental roadmap that not only gives a deeper level of understanding, but can be used as a general procedure to tackle those problems which can be solved using orthodox statistical methods.

This book focuses on the role of Occam's principle, and explains significance testing as a means by which the null and experimental hypotheses are compared using the twin criteria of parsimony and accuracy. This approach is backed up with a strong visual element, including for the first time a clear illustration of what the F-ratio actually does, and why it is so ubiquitous in statistical testing.

The book covers the main statistical methods up to multifactorial and repeated measures, ANOVA and the basic experimental designs associated with them. The associated online supplementary material extends this coverage to multiple regression, exploratory factor analysis, power calculations and other more advanced topics, and provides screencasts demonstrating the use of programs on a standard statistical package, SPSS.

Item Type:

Book

Related URLs:

Departments, Centres and Research Units:

Psychology

Date:

October 2017

Item ID:

22773

Date Deposited:

15 Jan 2018 13:40

Last Modified:

15 Jan 2018 13:40

URI:

http://research.gold.ac.uk/id/eprint/22773

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