A robust and efficient approach to causal inference based on sparse sufficient dimension reduction

Shujie Ma, Liping Zhu, Zhiwei Zhang, Chih Ling Tsai, Raymond J. Carroll

Research output: Contribution to journalArticlepeer-review

Original languageEnglish
Pages (from-to)1505-1535
Number of pages31
JournalAnnals of Statistics
Volume47
Issue number3
DOIs
StatePublished - Jan 2019
Externally publishedYes

ASJC Scopus Subject Areas

  • Statistics and Probability
  • Statistics, Probability and Uncertainty

Keywords

  • Average treatment effect
  • Dimension reduction
  • High-dimensional data
  • Multiple-index model
  • Outcome regression
  • Semiparametric efficiency

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