Causality [electronic resource] statistical perspectives and applications / Carlo Berzuini, Philip Dawid, Luisa Bernardinelli.

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

Bibliographic Details
Main Author: Berzuini, Carlo
Other Authors: Dawid, Philip
Bernardinelli, Luisa
Language:English
Published: Hoboken, N.J. : Wiley, 2012.
Series:Wiley series in probability and statistics
Subjects:
Online Access:
Variant Title:
Causality: Statistical Perspectives and Applications
Format: Electronic eBook

MARC

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245 1 0 |a Causality  |h [electronic resource]  |b statistical perspectives and applications /  |c Carlo Berzuini, Philip Dawid, Luisa Bernardinelli. 
246 2 |a Causality: Statistical Perspectives and Applications 
260 |a Hoboken, N.J. :  |b Wiley,  |c 2012. 
490 0 |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. 
650 0 |a Causation. 
650 0 |a Causality (Physics) 
700 1 |a Dawid, Philip. 
700 1 |a Bernardinelli, Luisa. 
773 0 |t ProQuest Ebook Central - Academic Complete   |d ProQuest Info & Learning Co 
773 0 |t Wiley Obooks 2011 to Present   |d Wiley 
773 0 |t Wiley-Blackwell Online Books 2012 (BTAA)   |d Wiley 
776 0 8 |i Print version:  |a Berzuini, Carlo.  |t Causality  |d Hoboken, N.J. : Wiley, 2012  |z 9780470665565 (hardback)  |w (DLC) 2011049795 
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856 4 0 |y Access Content Online(from Wiley Obooks 2011 to Present)  |u https://ezproxy.msu.edu/login?url=https://onlinelibrary.wiley.com/doi/book/10.1002/9781119945710  |z Wiley Obooks 2011 to Present: 2012 
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