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Statistics and causality : methods for applied empirical research /

A one-of-a-kind guide to identifying and dealing with modern statistical developments in causality Written by a group of well-known experts, Statistics and Causality: Methods for Applied Empirical Research focuses on the most up-to-date developments in statistical methods in respect to causality. Il...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Wiedermann, Wolfgang, 1981- (Editor ), Eye, Alexander von (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Hoboken, New Jersey : John Wiley & Sons, 2016.
Colección:Wiley series in probability and statistics
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • BASES OF CAUSALITY. Causation and the Aims of Inquiry / Ned Hall
  • Evidence and Epistemic Causality / Michael Wilde, Jon Williamson
  • DIRECTIONALITY OF EFFECTS. Statistical Inference for Direction of Dependence in Linear Models / Yadolah Dodge, Valentin Rousson
  • Directionality of Effects in Causal Mediation Analysis / Wolfgang Wiedermann, Alexander Eye
  • Direction of Effects in Categorical Variables: A Structural Perspective / Alexander Eye, Wolfgang Wiedermann
  • Directional Dependence Analysis Using Skew-Normal Copula-Based Regression / Seongyong Kim, Daeyoung Kim
  • Non-Gaussian Structural Equation Models for Causal Discovery / Shohei Shimizu
  • Nonlinear Functional Causal Models for Distinguishing Cause from Effect / Kun Zhang, Aapo Hyvarinen
  • GRANGER CAUSALITY AND LONGITUDINAL DATA MODELING. Alternative Forms of Granger Causality, Heterogeneity, and Nonstationarity / Peter C M Molenaar, Lawrence L Lo
  • Granger Meets Rasch: Investigating Granger Causation with Multidimensional Longitudinal Item Response Models / Ingrid Koller, Claus H Carstensen, Wolfgang Wiedermann, Alexander von Eye
  • Granger Causality for Ill-Posed Problems: Ideas, Methods, and Application in Life Sciences / Katerina Hlavkov-Schindler, Valeriya Naumova, Sergiy Pereverzyev
  • Unmeasured Reciprocal Interactions: Specification and Fit Using Structural Equation Models / Phillip K Wood
  • COUNTERFACTUAL APPROACHES AND PROPENSITY SCORE ANALYSIS. Log-Linear Causal Analysis of Cross-Classified Categorical Data / Kazuo Yamaguchi
  • Design- and Model-Based Analysis of Propensity Score Designs / Peter M Steiner
  • Adjustment when Covariates are Fallible / Steffi Pohl, Marie-Ann Sengewald, Rolf Steyer
  • Latent Class Analysis with Causal Inference: The Effect of Adolescent Depression on Young Adult Substance Use Profile / Stephanie T Lanza, Megan S Schuler, Bethany C Bray
  • DESIGNS FOR CAUSAL INFERENCE. Can We Establish Causality with Statistical Analyses? The Example of Epidemiology / Ulrich Frick, Jurgen Rehm.