Causal inference using influence diagrams: The problem of partial compliance (with Discussion)

By A. P. Dawid. 2003

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Citations in the corpus

Causal Inference through a Witness Protection Program (2014, methodology): “We will briefly describe the four main steps of the framework of Dawid (2003), and refer to the cited papers for more details of their implementation.”
Causal Bounds and Observable Constraints for Non-deterministic Models (2012, methodology): “The bounds onα are given in Appendix C and are the same as those of Dawid (2003), which are derived by Balke and Pearl (1997) in a deterministic model.”
Identifying the consequences of dynamic treatment strategies: A decision-theoretic overview (2010, background): “Speciﬁc topics that have been fruitfully treated in this way include: confounding (Dawid, 2002); partial compliance (Dawid, 2003); direct and indirect eﬀects (Didelez, Dawid and Geneletti, 2006; Geneletti, 2007); identiﬁcation of the eﬀect of treatment on the treated (Geneletti and Dawid, 2010);…”
Counterfactuals, Hypotheticals and Potential Responses: A Philosophical Examination of Statistical Causality (2006, background): “• Setting bounds on causal effects when patients may not comply with the recommended treatment (Dawid 2003)”
Statistical Causality from a Decision-Theoretic Perspective (2014, background): “For further details and developments of the material in this paper, see Dawid (2000); Dawid (2002); Dawid (2003); Didelez et al. (2006); Dawid (2007a); Dawid and Didelez (2008) Dawid (2010a); Dawid (2010b); Dawid and Didelez (2010); Guo and Dawid (2010); Dawid (2011); Geneletti and Dawid (2011);…”
Analysis of treatment response data without the joint distribution of potential outcomes (2007, background): “It may be mentioned that the issues discussed in this paper are distinct from those in Dawid (2000, 2003), who has made a case against involving counterfactuals in causal problems but has not discussed how his approach would be operationalized in the sort of model we consider in this paper.”
Identifying direct and indirect effects in a non‐counterfactual framework (2007, methodology): “The decision theoretic framework has successfully been applied to problems of partial compliance (Dawid, 2003), the identification of dynamic treatment effects (Dawid and Didelez, 2005) and the evaluation of social intervention programmes (Madrigal and Smith, 2004).”