03829nam 2200709 a 450 991013908840332120211117122115.01-119-94173-31-280-67923-997866136561621-119-94571-21-119-94570-4(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(EXLCZ)99256000000008283020120111d2012 uy 0engur|n|---|||||txtccrCausality[electronic resource] statistical perspectives and applications /edited by Carlo Berzuini, Philip Dawid, Luisa BernardinelliChichester, West Sussex, U.K. Wiley20121 online resource (415 p.)Wiley series in probability and statisticsDescription based upon print version of record.0-470-66556-4 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 Philip962991Bernardinelli Luisa962992MiAaPQMiAaPQMiAaPQBOOK9910139088403321Causality2183562UNINA