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The Resource Explanation in causal inference : methods for mediation and interaction, Tyler J. Vanderweele

Explanation in causal inference : methods for mediation and interaction, Tyler J. Vanderweele

Label
Explanation in causal inference : methods for mediation and interaction
Title
Explanation in causal inference
Title remainder
methods for mediation and interaction
Statement of responsibility
Tyler J. Vanderweele
Creator
Subject
Language
eng
Summary
"The book provides an accessible but comprehensive overview of methods for mediation and interaction. There has been considerable and rapid methodological development on mediation and moderation/interaction analysis within the causal-inference literature over the last ten years. Much of this material appears in a variety of specialized journals, and some of the papers are quite technical. There has also been considerable interest in these developments from empirical researchers in the social and biomedical sciences. However, much of the material is not currently in a format that is accessible to them. The book closes these gaps by providing an accessible, comprehensive, book-length coverage of mediation. The book begins with a comprehensive introduction to mediation analysis, including chapters on concepts for mediation, regression-based methods, sensitivity analysis, time-to-event outcomes, methods for multiple mediators, methods for time-varying mediation and longitudinal data, and relations between mediation and other concepts involving intermediates such as surrogates, principal stratification, instrumental variables, and Mendelian randomization. The second part of the book concerns interaction or "moderation, " including concepts for interaction, statistical interaction, confounding and interaction, mechanistic interaction, bias analysis for interaction, interaction in genetic studies, and power and sample-size calculation for interaction. The final part of the book provides comprehensive discussion about the relationships between mediation and interaction and unites these concepts within a single framework. This final part also provides an introduction to spillover effects or social interaction, concluding with a discussion of social-network analyses. The book is written to be accessible to anyone with a basic knowledge of statistics. Comprehensive appendices provide more technical details for the interested reader. Applied empirical examples from a variety of fields are given throughout. Software implementation in SAS, Stata, SPSS, and R is provided. The book should be accessible to students and researchers who have completed a first-year graduate sequence in quantitative methods in one of the social- or biomedical-sciences disciplines. The book will only presuppose familiarity with linear and logistic regression, and could potentially be used as an advanced undergraduate book as well"--
Assigning source
Provided by publisher
Cataloging source
DLC
http://library.link/vocab/creatorName
VanderWeele, Tyler
Index
index present
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/subjectName
  • Social sciences
  • Social sciences
  • Causation
Label
Explanation in causal inference : methods for mediation and interaction, Tyler J. Vanderweele
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier.
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent.
Contents
PART I: MEDIATION ANALYSIS -- 1. Explanation and Mechanism -- 2. Mediation: Introduction and Regression-Based Approaches -- 3. Sensitivity Analysis for Mediation -- 4. Mediation Analysis with Survival Data -- 5. Multiple Mediators -- 6. Mediation Analysis with Time-Varying Exposures and Mediators -- 7. Selected Topics in Mediation Analysis -- 8. Other Topics Related to Intermediates -- PART II: INTERACTION ANALYSIS -- 9. An Introduction to Interaction Analysis -- 10. Mechanistic Interaction -- 11. Bias Analysis for Interactions -- 12. Interaction in Genetics: Independence and Boosting Power -- 13. Power and Sample-Size Calculations for Interaction Analysis -- PART III: SYNTHESIS AND SPILLOVER EFFECTS -- 14. A Unification of Mediation and Interaction -- 15. Social Interactions and Spillover Effects -- 16. Mediation and Interaction: Future and Context -- Appendix. Technical Details and Proofs -- References
Control code
FIEb1768979x
Dimensions
25 cm.
Extent
xvi, 706 pages
Isbn
9780199325870
Media category
unmediated
Media MARC source
rdamedia.
Media type code
  • n
System control number
(OCoLC)891121468
Label
Explanation in causal inference : methods for mediation and interaction, Tyler J. Vanderweele
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier.
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent.
Contents
PART I: MEDIATION ANALYSIS -- 1. Explanation and Mechanism -- 2. Mediation: Introduction and Regression-Based Approaches -- 3. Sensitivity Analysis for Mediation -- 4. Mediation Analysis with Survival Data -- 5. Multiple Mediators -- 6. Mediation Analysis with Time-Varying Exposures and Mediators -- 7. Selected Topics in Mediation Analysis -- 8. Other Topics Related to Intermediates -- PART II: INTERACTION ANALYSIS -- 9. An Introduction to Interaction Analysis -- 10. Mechanistic Interaction -- 11. Bias Analysis for Interactions -- 12. Interaction in Genetics: Independence and Boosting Power -- 13. Power and Sample-Size Calculations for Interaction Analysis -- PART III: SYNTHESIS AND SPILLOVER EFFECTS -- 14. A Unification of Mediation and Interaction -- 15. Social Interactions and Spillover Effects -- 16. Mediation and Interaction: Future and Context -- Appendix. Technical Details and Proofs -- References
Control code
FIEb1768979x
Dimensions
25 cm.
Extent
xvi, 706 pages
Isbn
9780199325870
Media category
unmediated
Media MARC source
rdamedia.
Media type code
  • n
System control number
(OCoLC)891121468

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