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Cover: 9780199325870 | Explanation in Causal Inference | Tyler Vanderweele | Buch | Gebunden
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Explanation in Causal Inference
Methods for Mediation and Interaction
Buch von Tyler Vanderweele
Sprache: Englisch

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Beschreibung
A comprehensive examination of methods for mediation and interaction, VanderWeele's book is the first to approach this topic from the perspective of causal inference. Numerous software tools are provided, and the text is both accessible and easy to read, with examples drawn from diverse fields. The result is an essential reference for anyone conducting empirical research in the biomedical or social sciences.
A comprehensive examination of methods for mediation and interaction, VanderWeele's book is the first to approach this topic from the perspective of causal inference. Numerous software tools are provided, and the text is both accessible and easy to read, with examples drawn from diverse fields. The result is an essential reference for anyone conducting empirical research in the biomedical or social sciences.
Über den Autor
Tyler VanderWeele is an associate professor in the Harvard School of Public Health, Harvard University.
Inhaltsverzeichnis
  • PART I: MEDIATION ANALYSIS

  • Chapter 1. Explanation and Mechanism

  • Chapter 2. Mediation: Introduction and Regression-Based Approaches

  • Chapter 3. Sensitivity Analysis for Mediation

  • Chapter 4. Mediation Analysis with Survival Data

  • Chapter 5. Multiple Mediators

  • Chapter 6. Mediation Analysis with Time-Varying Exposures and Mediators

  • Chapter 7. Selected Topics in Mediation Analysis

  • Chapter 8. Other Topics Related to Intermediates

  • PART II: INTERACTION ANALYSIS

  • Chapter 9. An Introduction to Interaction Analysis

  • Chapter 10. Mechanistic Interaction

  • Chapter 11. Bias Analysis for Interactions

  • Chapter 12. Interaction in Genetics: Independence and Boosting Power

  • Chapter 13. Power and Sample-Size Calculations for Interaction Analysis

  • PART III: SYNTHESIS AND SPILLOVER EFFECTS

  • Chapter 14. A Unification of Mediation and Interaction

  • Chapter 15. Social Interactions and Spillover Effects

  • Chapter 16. Mediation and Interaction: Future and Context

  • Appendix. Technical Details and Proofs

  • References

Details
Genre: Importe
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9780199325870
ISBN-10: 0199325871
Sprache: Englisch
Einband: Gebunden
Autor: Vanderweele, Tyler
Hersteller: Oxford University Press
Verantwortliche Person für die EU: Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 241 x 163 x 48 mm
Von/Mit: Tyler Vanderweele
Erscheinungsdatum: 13.03.2015
Gewicht: 1,154 kg
Artikel-ID: 121090212
Über den Autor
Tyler VanderWeele is an associate professor in the Harvard School of Public Health, Harvard University.
Inhaltsverzeichnis
  • PART I: MEDIATION ANALYSIS

  • Chapter 1. Explanation and Mechanism

  • Chapter 2. Mediation: Introduction and Regression-Based Approaches

  • Chapter 3. Sensitivity Analysis for Mediation

  • Chapter 4. Mediation Analysis with Survival Data

  • Chapter 5. Multiple Mediators

  • Chapter 6. Mediation Analysis with Time-Varying Exposures and Mediators

  • Chapter 7. Selected Topics in Mediation Analysis

  • Chapter 8. Other Topics Related to Intermediates

  • PART II: INTERACTION ANALYSIS

  • Chapter 9. An Introduction to Interaction Analysis

  • Chapter 10. Mechanistic Interaction

  • Chapter 11. Bias Analysis for Interactions

  • Chapter 12. Interaction in Genetics: Independence and Boosting Power

  • Chapter 13. Power and Sample-Size Calculations for Interaction Analysis

  • PART III: SYNTHESIS AND SPILLOVER EFFECTS

  • Chapter 14. A Unification of Mediation and Interaction

  • Chapter 15. Social Interactions and Spillover Effects

  • Chapter 16. Mediation and Interaction: Future and Context

  • Appendix. Technical Details and Proofs

  • References

Details
Genre: Importe
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9780199325870
ISBN-10: 0199325871
Sprache: Englisch
Einband: Gebunden
Autor: Vanderweele, Tyler
Hersteller: Oxford University Press
Verantwortliche Person für die EU: Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 241 x 163 x 48 mm
Von/Mit: Tyler Vanderweele
Erscheinungsdatum: 13.03.2015
Gewicht: 1,154 kg
Artikel-ID: 121090212
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