Causality statistical perspectives and applications
"This book looks at a broad collection of contributions from experts in their fields"--
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| Weitere Verfasser: | , , |
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| Format: | UnknownFormat |
| Sprache: | eng |
| Veröffentlicht: |
Chichester, West Sussex
Wiley
2012
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| Schriftenreihe: | Wiley series in probability and statistics
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| Schlagworte: | |
| Online Zugang: | Inhaltsverzeichnis Cover |
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| Zusammenfassung: | "This book looks at a broad collection of contributions from experts in their fields"-- 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. |
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| Beschreibung: | Literaturangaben |
| Beschreibung: | xxv, 377 Seiten Illustrationen, Diagramme 25 cm |
| ISBN: | 9780470665565 978-0-470-66556-5 0470665564 0-470-66556-4 |