عنوان

Causality :

1119941733 (electronic bk.)

1119945704 (electronic bk.)

1119945712 (electronic bk.)

9781119941736 (electronic bk.)

9781119945703 (electronic bk.)

9781119945710 (electronic bk.)

0470665564 (hardback)

1119941741

9780470665565 (hardback)

9781119941743

dltt

Causality :

[Book]

statistical perspectives and applications /

edited by Carlo Berzuini, Philip Dawid, Luisa Bernardinelli.

1 online resource (xxv, 377 pages) :

illustrations.

Wiley series in probability and statistics

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 inference -- 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 -- Assessing dynamic treament stategies -- Causal effects and natural laws : towards a conceptualization of causal counterfactuals for nonmanipulable 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 -- Analysis of interaction for identifying causal mechanisms -- Ion channels as a possible mechanism of neruodegeneration in 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 randomised trials of complex interventions (psychotherapies) -- Causal inference in clinical trials -- Causal inference in time series analysis -- Dynamic molecular networks and mechanisms in the biosciences : a statistical framework

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"This book looks at a broad collection of contributions from experts in their fields"--Provided by publisher

Causality

9780470665565

Causality (Physics)

Causation.

Estimation theory.

MAT-- 029000

Bernardinelli, Luisa.

Berzuini, Carlo.

Dawid, Philip.

Ohio Library and Information Network.

Wiley Online Library (Online service)

20121010041339.0

rda

[Book]

Y