Direction Dependence in Statistical Modeling: Methods of Analysis (Hardcover)

ABOUT THE EDITORS

NOTES ON CONTRIBUTORS

ACKNOWLEDGMENTS

PREFACE

PART I: FUNDAMENTAL CONCEPTS OF DIRECTION DEPENDENCE

1.            From Correlation to Direction Dependence Analysis: 1888-2018

Yadolah Dodge and Valentin Rousson

2.            Direction Dependence Analysis: Statistical Foundations and Applications

Wolfgang Wiedermann, Xintong Li, and Alexander von Eye

3.            The Use of Copulas for Directional Dependence Modeling

Engin Sungur

PART II: DIRECTION DEPENDENCE IN CONTINUOUS VARIABLES

4.            Asymmetry Properties of the Partial Correlation Coefficient: Foundations for Covariate-Adjustment in Distribution-based Direction Dependence Analysis

Wolfgang Wiedermann

5.            Recent Advances in Semi-Parametric Methods for Causal Discovery

Shohei Shimizu and Patrick Blöbaum

6.            Assumption Checking for Directional Causality Analyses

Phillip K. Wood

7.            Complete Dependence: A survey

Santi Tasena

PART III: DIRECTION DEPENDENCE IN CATEGORICAL VARIABLES

8.            Locating Direction Dependence using Log-Linear Modeling, Configural Frequency Analysis, and Prediction Analysis

Alexander von Eye and Wolfgang Wiedermann

9.            Recent Development on Asymmetric Association Measures for Contingency Tables

Xiaonan Zhu, Zheng Wei and Tonghui Wang

10.          Analysis of asymmetric dependence for three-way contingency tables using the subcopula approach

Daeyoung Kim and Zheng Wei

PART IV: APPLICATIONS AND SOFTWARE

11.          Distribution-based Causal Inference: A Review and Practical Guidance for Epidemiologists

Tom Rosenström and Regina García-Velázquez

12.          Determining causality in relation to early risk factors for ADHD: The case of breastfeeding duration

Joel T. Nigg, Diane D. Stadler, Alexander von Eye and Wolfgang Wiedermann

13.          Direction of Effect between Intimate Partner Violence and Mood Lability: A Granger Causality Model

G. Anne Bogat, Alytia A. Levendosky, Jade Kobayashi and Alexander von Eye

14.          On the Causal Relation of Academic Achievement and Intrinsic Motivation: An Application of Direction Dependence Analysis using SPSS Custom Dialogs

Xintong Li and Wolfgang Wiedermann

Index