Statistics and causality: methods for applied empirical research

Content: 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.