The Propensity Score with Continuous Treatments

Keisuke Hirano, Guido W. Imbens

Research output: Chapter in Book/Report/Conference proceedingChapter

242 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
Publication statusPublished - 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

The Propensity Score with Continuous Treatments. / Hirano, Keisuke; Imbens, Guido W.

Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives: An Essential Journey with Donald Rubin's Statistical Family. Wiley Blackwell, 2005. p. 73-84.

Research output: Chapter in Book/Report/Conference proceedingChapter