Cause and Correlation in Biology - Bill Shipley

Cause and Correlation in Biology

A User's Guide to Path Analysis, Structural Equations and Causal Inference

(Autor)

Buch | Softcover
332 Seiten
2002
Cambridge University Press (Verlag)
978-0-521-52921-1 (ISBN)
62,30 inkl. MwSt
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Written in a jargon-free, conversational style, this book explores the relationship between correlation and causation. It presents a series of statistical methods that can test, and potentially discover, cause-effect relationships between variables in situations in which it is not possible to conduct controlled experiments.
This book goes beyond the truism that 'correlation does not imply causation' and explores the logical and methodological relationships between correlation and causation. It presents a series of statistical methods that can test, and potentially discover, cause-effect relationships between variables in situations in which it is not possible to conduct randomised or experimentally controlled experiments. Many of these methods are quite new and most are generally unknown to biologists. In addition to describing how to conduct these statistical tests, the book also puts the methods into historical context and explains when they can and cannot justifiably be used to test or discover causal claims. Written in a conversational style that minimises technical jargon, the book is aimed at practising biologists and advanced students, and assumes only a very basic knowledge of introductory statistics.

Bill Shipley teaches plant ecology and biometry in the Department of Biology at the Universite de Sherbrooke, Canada.

Preface; 1. Preliminaries; 2. From cause to correlation and back; 3. Sewall Wright, path analysis and d-separation; 4. Path analysis and maximum likelihood; 5. Measurement error and latent variables; 6. The structural equations model; 7. Nested models and multilevel models; 8. Exploration, discovery and equivalence; Appendix; References; Index.

Erscheint lt. Verlag 1.8.2002
Zusatzinfo 27 Tables, unspecified; 110 Line drawings, unspecified
Verlagsort Cambridge
Sprache englisch
Maße 156 x 234 mm
Gewicht 470 g
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Biologie Ökologie / Naturschutz
ISBN-10 0-521-52921-2 / 0521529212
ISBN-13 978-0-521-52921-1 / 9780521529211
Zustand Neuware
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