Causality
statistical perspectives and applications
Berzuini, Carlo.
creator
Dawid, Philip.
Bernardinelli, Luisa.
text
bibliography
Electronic books.
Electronic books.
nju
Hoboken, N.J
Wiley
2012
monographic
eng
1 online resource.
"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.
Carlo Berzuini, Philip Dawid, Luisa Bernardinelli.
Includes bibliographical references and index.
Estimation theory
Causation
Causality (Physics)
MATHEMATICS
Probability & Statistics
General
Causality (Physics)
Causation
Estimation theory
QA276.8
519.5/44
MAT029000
Causality
Berzuini, Carlo.
Hoboken, N.J. : Wiley, 2012
(DLC) 2011049795
Wiley series in probability and statistics
9781119941736
1119941733
9781119945703
1119945704
9781119941743
1119941741
9781119945710
1119945712
0470665564
9780470665565
2012001517
365616 MIL
4BA3A1AD-594C-4B71-AF91-82C03E85DEE4 OverDrive, Inc.
http://dx.doi.org/10.1002/9781119945710
http://dx.doi.org/10.1002/9781119945710
DLC
120111
20171031164439.0
ocn772611169
eng