Lecture Notes

Lecture notes (pdf)

• Chapter 1, Introduction
• Chapter 2, Preliminaries: Basic Causal Inference
• Chapter 3, Single Decision Treatment Regimes: Fundamentals
• Chapter 4, Single Decision Treatment Regimes: Additional Methods
• DynTxRegime, Part I and data set (Guest lecture: Dr. Holloway)
• Chapter 5, Multiple Decision Treatment Regimes: Framework and
  Fundamentals
• Chapter 6, Optimal Multiple Decision Treatment Regimes
• DynTxRegime, Part II and data set (Guest lecture: Dr. Holloway)
• Chapter 7, Regimes Based on Time-to-Event Outcomes
• Chapter 8, Sequential Multiple Assignment Randomized Trials (SMARTs)
• Chapter 9, Statistical Inference

References

Errata list – last updated March 20, 2023 (lecture notes above have been corrected)

Companion website for Tsiatis, Davidian, Holloway, and Laber (2020)

R Package DynTxRegime