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2012001517
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9781119941736
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(pdf)
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(OCoLC)808345307
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MAIN
Berzuini, Carlo.
Causality :
statistical perspectives and applications /
Carlo Berzuini, Philip Dawid, Luisa Bernardinelli.
Hoboken, N.J. :
Wiley,
2012.
1 online resource.
text
txt
rdacontent
computer
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rdamedia
online resource
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rdacarrier
Wiley series in probability and statistics
"This book looks at a broad collection of contributions from experts in their fields"--
Provided by publisher.
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.
Print version record and CIP data provided by publisher.
Estimation theory.
Causation.
Causality (Physics)
MATHEMATICS
Probability & Statistics
General.
bisacsh
Causality (Physics)
fast
(OCoLC)fst00849827
Causation.
fast
(OCoLC)fst00849829
Estimation theory.
fast
(OCoLC)fst00915531
Electronic books.
Electronic books.
Dawid, Philip.
Bernardinelli, Luisa.
Print version:
Berzuini, Carlo.
Causality.
Hoboken, N.J. : Wiley, 2012
9780470665565
(DLC) 2011049795
Wiley series in probability and statistics.
http://dx.doi.org/10.1002/9781119945710
Wiley Online Library
92
DG1
20946
20905
ssh