03997nam 2200793 a 450 991082079370332120240516165716.0978661365616297811199417361119941733978128067923012806792399781119945710111994571297811199457031119945704(CKB)2560000000082830(EBL)927597(OCoLC)772611169(SSID)ssj0000661389(PQKBManifestationID)11395597(PQKBTitleCode)TC0000661389(PQKBWorkID)10711422(PQKB)10822921(MiAaPQ)EBC927597(DLC) 2012001517(Au-PeEL)EBL927597(CaPaEBR)ebr10580236(CaONFJC)MIL365616(PPN)164015124(Perlego)1000165(EXLCZ)99256000000008283020120111d2012 uy 0engur|n|---|||||txtccrCausality statistical perspectives and applications /edited by Carlo Berzuini, Philip Dawid, Luisa Bernardinelli1st ed.Chichester, West Sussex, U.K. Wiley20121 online resource (415 p.)Wiley series in probability and statisticsDescription based upon print version of record.9780470665565 0470665564 Includes bibliographical references and index.Statistical causality : some historical remarks -- The language of potential outcomes -- Structural equations, graphs and interventions -- The decision-theoretic approach to causal -- Causal inference as a prediction problem : assumptions, identification, and evidence synthesis -- Graph-based criteria of identifiability of causal questions -- Causal inference from observational data : a Bayesian predictive approach -- Causal inference from observing sequences of actions -- Causal effects and natural laws : towards a conceptualization of causal counterfactuals -- For non-manipulable exposures, with application to the effects of race and sex -- Cross-classifications by joint potential outcomes -- Estimation of direct and indirect effects -- The mediation formula : a guide to the assessment of causal pathways in nonlinear models -- The sufficient cause framework in statistics, philosophy and the biomedical and social sciences -- Inference about biological mechanism on the basis of epidemiological data -- Ion channels and multiple sclerosis -- Supplementary variables for causal estimation -- Time-varying confounding : some practical considerations in a likelihood framework -- Natural experiments as a means of testing causal inferences -- Nonreactive and purely reactive doses in observational studies -- Evaluation of potential mediators in randomized trials of complex interventions (psychotherapies) -- Causal inference in clinical trials -- Granger causality and causal inference in time series analysis -- Dynamic molecular networks and mechanisms iIn the biosciences : a statistical framework."This book looks at a broad collection of contributions from experts in their fields"--Provided by publisher.Wiley series in probability and statistics.Estimation theoryCausationCausality (Physics)Estimation theory.Causation.Causality (Physics)519.5/44MAT029000bisacshBerzuini Carlo27081Berzuini Carlo27081Dawid Philip1656895Bernardinelli Luisa1656896MiAaPQMiAaPQMiAaPQBOOK9910820793703321Causality4010008UNINA