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Causality : statistical perspectives and applications / edited by Carlo Berzuini, Philip Dawid, Luisa Bernardinelli.
- Format:
- Book
- Author/Creator:
- Berzuini, Carlo.
- Series:
- Wiley series in probability and statistics.
- Wiley series in probability and statistics
- Language:
- English
- Subjects (All):
- Estimation theory.
- Causation.
- Causality (Physics).
- Physical Description:
- 1 online resource (415 p.)
- Edition:
- 1st ed.
- Place of Publication:
- Chichester, West Sussex, U.K. : Wiley, 2012.
- Language Note:
- English
- Summary:
- "This book looks at a broad collection of contributions from experts in their fields"-- Provided by publisher.
- Contents:
- 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.
- Notes:
- Description based upon print version of record.
- Includes bibliographical references and index.
- Description based on print version record and CIP data provided by publisher.
- ISBN:
- 9786613656162
- 9781119941736
- 1119941733
- 9781280679230
- 1280679239
- 9781119945710
- 1119945712
- 9781119945703
- 1119945704
- OCLC:
- 772611169
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