Causality : statistical perspectives and applications /
Berzuini, Carlo.
Causality : statistical perspectives and applications / Carlo Berzuini, Philip Dawid, Luisa Bernardinelli. - Hoboken, N.J. : Wiley, 2012. - 1 online resource. - Wiley series in probability and statistics . - 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 -- 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.
"This book looks at a broad collection of contributions from experts in their fields"--
9781119941736 1119941733 9781119945703 1119945704 9781119941743 1119941741 9781119945710 1119945712 0470665564 9780470665565
9786613656162
365616 MIL 4BA3A1AD-594C-4B71-AF91-82C03E85DEE4 OverDrive, Inc. http://www.overdrive.com
2012001517
Estimation theory.
Causation.
Causality (Physics)
MATHEMATICS--Probability & Statistics--General.
Causality (Physics)
Causation.
Estimation theory.
Electronic books.
Electronic books.
QA276.8
519.5/44
Causality : statistical perspectives and applications / Carlo Berzuini, Philip Dawid, Luisa Bernardinelli. - Hoboken, N.J. : Wiley, 2012. - 1 online resource. - Wiley series in probability and statistics . - 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 -- 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.
"This book looks at a broad collection of contributions from experts in their fields"--
9781119941736 1119941733 9781119945703 1119945704 9781119941743 1119941741 9781119945710 1119945712 0470665564 9780470665565
9786613656162
365616 MIL 4BA3A1AD-594C-4B71-AF91-82C03E85DEE4 OverDrive, Inc. http://www.overdrive.com
2012001517
Estimation theory.
Causation.
Causality (Physics)
MATHEMATICS--Probability & Statistics--General.
Causality (Physics)
Causation.
Estimation theory.
Electronic books.
Electronic books.
QA276.8
519.5/44