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Direction Dependence Analysis

Direction Dependence Analysis : Foundations and Statistical Methods.

・ISBN 978-1-009-38141-3 hard GB£ 95.00

¥30,096.- (税込) (※)価格はご注文時の参考価格となります。
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・ISBN 978-1-009-38139-0 paper GB£ 30.99

¥9,817.- (税込) (※)価格はご注文時の参考価格となります。
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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-009-38143-7

著者・編者Wiedermann, Wolfgang / von Eye, Alexander,
出版社(Cambridge U. Pr., UK)
出版年月2025.07
ページ数388 pp.
言語ENG
ニュース番号<738-1336 738-210>

解説

While regression analysis is widely understood, it falls short in determining the causal direction of relationships in observational data. In this groundbreaking volume, Wiedermann and von Eye introduce Direction Dependence Analysis (DDA), a novel method that leverages variable information often overlooked by traditional techniques, such as higher-order moments like skewness and kurtosis. DDA reveals the asymmetry properties of regression and correlation, enabling researchers to evaluate competing causal hypotheses, assess the roles of variables in causal flows, and develop statistical methods for testing causal direction. This book provides a comprehensive formal description of DDA, illustrated with both artificial and real-world data examples. Additionally, readers will find free software implementations of DDA, making this an essential resource for researchers seeking to enhance their understanding of causal relationships in data analysis.