Causality : statistical perspectives and applications / edited by Carlo Berzuini, Philip Dawid, Luisa Bernardinelli.
"This book looks at a broad collection of contributions from experts in their fields"--
Saved in:
Other Authors: | , , |
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Language: | English |
Published: |
Chichester, West Sussex :
Wiley,
2012.
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Series: | Wiley series in probability and statistics.
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Subjects: | |
Physical Description: | xxv, 377 pages : illustrations ; 26 cm. |
Format: | Book |
MARC
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245 | 0 | 0 | |a Causality : |b statistical perspectives and applications / |c edited by Carlo Berzuini, Philip Dawid, Luisa Bernardinelli. |
260 | |a Chichester, West Sussex : |b Wiley, |c 2012. | ||
300 | |a xxv, 377 pages : |b illustrations ; |c 26 cm. | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a unmediated |b n |2 rdamedia | ||
338 | |a volume |b nc |2 rdacarrier | ||
490 | 1 | |a Wiley series in probability and statistics | |
504 | |a Includes bibliographical references and index. | ||
505 | 0 | |a 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. | |
520 | |a "This book looks at a broad collection of contributions from experts in their fields"-- |c Provided by publisher. | ||
650 | 0 | |a Estimation theory. |0 http://id.loc.gov/authorities/subjects/sh85044957 | |
650 | 0 | |a Causation. |0 http://id.loc.gov/authorities/subjects/sh85021459 | |
650 | 0 | |a Causality (Physics) |0 http://id.loc.gov/authorities/subjects/sh85021458 | |
650 | 7 | |a MATHEMATICS / Probability & Statistics / General. |2 bisacsh | |
700 | 1 | |a Berzuini, Carlo. |0 http://id.loc.gov/authorities/names/n88060506 | |
700 | 1 | |a Dawid, Philip. |0 http://id.loc.gov/authorities/names/no2005071327 | |
700 | 1 | |a Bernardinelli, Luisa. |0 http://id.loc.gov/authorities/names/n2011085302 | |
830 | 0 | |a Wiley series in probability and statistics. |0 http://id.loc.gov/authorities/names/n98048834 | |
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