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Direction Dependence in Statistical Modeling Methods of Analysis.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Wiedermann, Wolfgang
Otros Autores: Kim, Daeyoung, 1975-, Sungur, Engin A., von Eye, Alexander
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Newark : John Wiley & Sons, Incorporated, 2020.
Temas:
Acceso en línea:Texto completo

MARC

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020 |a 9781119523130  |q (paperback) 
020 |a 1119523133  |q (paperback) 
035 |a (OCoLC)1223094618 
050 4 |a QA273.18  |b .D574 2021 
082 0 4 |a 519.5 
049 |a UAMI 
100 1 |a Wiedermann, Wolfgang. 
245 1 0 |a Direction Dependence in Statistical Modeling  |h [electronic resource] :  |b Methods of Analysis. 
260 |a Newark :  |b John Wiley & Sons, Incorporated,  |c 2020. 
300 |a 1 online resource (435 p.) 
500 |a Description based upon print version of record. 
505 0 |a Cover -- Title Page -- Copyright -- Contents -- About the Editors -- Notes on Contributors -- Acknowledgments -- Preface -- Part I Fundamental Concepts of Direction Dependence -- Chapter 1 From Correlation to Direction Dependence Analysis 1888-2018 -- 1.1 Introduction -- 1.2 Correlation as a Symmetrical Concept of X and Y -- 1.3 Correlation as an Asymmetrical Concept of X and Y -- 1.4 Outlook and Conclusions -- References -- Chapter 2 Direction Dependence Analysis: Statistical Foundations and Applications -- 2.1 Some Origins of Direction Dependence Research 
505 8 |a 2.2 Causation and Asymmetry of Dependence -- 2.3 Foundations of Direction Dependence -- 2.3.1 Data Requirements -- 2.3.2 DDA Component I: Distributional Properties of Observed Variables -- 2.3.3 DDA Component II: Distributional Properties of Errors -- 2.3.4 DDA Component III: Independence Properties -- 2.3.5 Presence of Confounding -- 2.3.6 An Integrated Framework -- 2.4 Direction Dependence in Mediation -- 2.5 Direction Dependence in Moderation -- 2.6 Some Applications and Software Implementations -- 2.7 Conclusions and Future Directions -- References 
505 8 |a Chapter 3 The Use of Copulas for Directional Dependence Modeling -- 3.1 Introduction and Definitions -- 3.1.1 Why Copulas? -- 3.1.2 Defining Directional Dependence -- 3.2 Directional Dependence Between Two Numerical Variables -- 3.2.1 Asymmetric Copulas -- 3.2.2 Regression Setting -- 3.2.3 An Alternative Approach to Directional Dependence -- 3.3 Directional Association Between Two Categorical Variables -- 3.4 Concluding Remarks and Future Directions -- References -- Part II Direction Dependence in Continuous Variables 
505 8 |a Chapter 4 Asymmetry Properties of the Partial Correlation Coefficient: Foundations for Covariate Adjustment in Distribution-Based Direction Dependence Analysis -- 4.1 Asymmetry Properties of the Partial Correlation Coefficient -- 4.2 Direction Dependence Measures when Errors Are Non-Normal -- 4.3 Statistical Inference on Direction Dependence -- 4.4 Monte-Carlo Simulations -- 4.4.1 Study I: Parameter Recovery -- 4.4.1.1 Results -- 4.4.2 Study II: CI Coverage and Statistical Power -- 4.4.2.1 Type I Error Coverage -- 4.4.2.2 Statistical Power -- 4.5 Data Example -- 4.6 Discussion 
505 8 |a 4.6.1 Relation to Causal Inference Methods -- References -- Chapter 5 Recent Advances in Semi-Parametric Methods for Causal Discovery -- 5.1 Introduction -- 5.2 Linear Non-Gaussian Methods -- 5.2.1 LiNGAM -- 5.2.2 Hidden Common Causes -- 5.2.3 Time Series -- 5.2.4 Multiple Data Sets -- 5.2.5 Other Methodological Issues -- 5.3 Nonlinear Bivariate Methods -- 5.3.1 Additive Noise Models -- 5.3.1.1 Post-Nonlinear Models -- 5.3.1.2 Discrete Additive Noise Models -- 5.3.2 Independence of Mechanism and Input -- 5.3.2.1 Information-Geometric Approach for Causal Inference 
500 |a 5.3.2.2 Causal Inference with Unsupervised Inverse Regression. 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Dependence (Statistics) 
650 6 |a Dépendance (Statistique) 
650 7 |a Dependence (Statistics)  |2 fast 
700 1 |a Kim, Daeyoung,  |d 1975-  |1 https://id.oclc.org/worldcat/entity/E39PCjJx9JgMKb38WTKfDXVHmd 
700 1 |a Sungur, Engin A. 
700 1 |a von Eye, Alexander. 
776 0 8 |i Print version:  |a Wiedermann, Wolfgang  |t Direction Dependence in Statistical Modeling : Methods of Analysis  |d Newark : John Wiley & Sons, Incorporated,c2020  |z 9781119523079 
856 4 0 |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=6396367  |z Texto completo 
938 |a ProQuest Ebook Central  |b EBLB  |n EBL6396367 
994 |a 92  |b IZTAP