Causality: statistical perspectives and applications

by Bernardinelli, Luisa Berzuini, Carlo Dawid, Philip

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This book looks at a broad collection of contributions from experts in their fields"

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Title Statements

Full title :Causality : statistical perspectives and applications / Carlo Berzuini, Philip Dawid, Luisa Bernardinelli

Summary

This book looks at a broad collection of contributions from experts in their fields"

Edition Statements

Publication Date:2012

Publication Statements

Publisher(s):Wiley
Place of Publication:Chichester, West Sussex
Language:eng
Publication Date:2012

The Physical Object

Description:xxv, 377 s. : : illustrations

Edition Identifiers

ISBN:9780470665565, 0470665564
oclc:ocn820696773
LC Classification:QA276.8
Dewey Decimal:519.5 44

Statistical causality : some historical remarks / D.R. Cox. -- The language of potential outcomes / Arvid Sjölander. -- Structural equations, graphs and interventions / Ilya Shpitser. -- The decision-theoretic approach to causal inference / Philip Dawid. -- Causal inference as a prediction problem : assumptions, identification, and evidence synthesis / Sander Greenland. -- Graph-based criteria of identifiability of causal questions / Ilya Shpitser. -- Causal inference from observational data : a Bayesian predictive approach / Elja Arjas. -- Assessing dynamic treatment strategies / Carlo Berzuini, Philip Dawid, and Vanessa Didelez. -- Causal effects and natural laws : towards a conceptualization of causal counterfactuals for non-manipulable exposures, with application to the effects of race and sex / Tyler J. VanderWeele and Miguel A. Hernán. -- Cross-classifications by joint potential outcomes / Arvid Sjölander. -- Estimation of direct and indirect effects / Stijn Vansteelandt.

The mediation formula : a guide to the assessment of causal pathways in nonlinear models / Judea Pearl. -- The sufficient cause framework in statistics, philosophy and the biomedical and social sciences / …