Screen LibraryCausality statistical perspectives and applications /
"This book looks at a broad collection of contributions from experts in their fields"--
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| Main Authors: | |
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| Group Author: | ; |
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| Literature type: | Electronic eBook |
| Language: | English |
| Series: |
Wiley series in probability and statistics
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| Online Access: |
http://onlinelibrary.wiley.com/book/10.1002/9781119945710 |
| Summary: |
"This book looks at a broad collection of contributions from experts in their fields"-- |
| Carrier Form: | 1 online resource. |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: |
9781119941736 (epub) 1119941733 (epub) 9781119945703 (pdf) 1119945704 (pdf) 9781119941743 ( mobi) 1119941741 ( mobi) 9781119945710 (electronic bk.) 1119945712 (electronic bk.) 0470665564 9780470665565 |
| Index Number: | QA276 |
| CLC: | O411.1 |
| 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 |