The Propensity Score with Continuous Treatments

Keisuke Hirano, Guido W. Imbens

Research output: Chapter in Book/Report/Conference proceedingChapter

280 Scopus citations
Original languageEnglish (US)
Title of host publicationApplied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives: An Essential Journey with Donald Rubin's Statistical Family
PublisherWiley Blackwell
Pages73-84
Number of pages12
ISBN (Electronic)9780470090459
ISBN (Print)047009043X, 9780470090435
DOIs
StatePublished - Jul 14 2005

Keywords

  • Asymptotic standard errors
  • Binary treatment case
  • Conventional regression estimates
  • Dose-response function
  • Generalized propensity score (GPS)
  • Marginal structural model (MSM)
  • Propensity score methodology
  • Weak unconfoundedness

ASJC Scopus subject areas

  • Mathematics(all)

Cite this

Hirano, K., & Imbens, G. W. (2005). The Propensity Score with Continuous Treatments. In Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives: An Essential Journey with Donald Rubin's Statistical Family (pp. 73-84). Wiley Blackwell. https://doi.org/10.1002/0470090456.ch7