Graph-based criteria of identifiability of causal questions

Ilya Shpitser

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Scopus citations
Original languageEnglish (US)
Title of host publicationCausality
Subtitle of host publicationWiley Series in Probability and Statistics
PublisherWiley-Blackwell
Pages59-70
Number of pages12
ISBN (Electronic)9781119945710
ISBN (Print)9780470665565
DOIs
StatePublished - Jun 26 2012
Externally publishedYes

Keywords

  • Back door and front door criteria, in identifying causal effects
  • Causal assumptions, for post intervention distribution
  • Causal effect identification and class of constraints
  • Causal questions and identifiability, graph based criteria
  • Consistency assumptions in causal inference
  • Consistency, in human causal intuition
  • Covariate adjustment, confounding in situations of observable confounders
  • NPSEMs, data generating describing causal inference
  • Post truncation constraints, and causal effects' identification
  • Practical causal inference problems, confounding

ASJC Scopus subject areas

  • General Mathematics

Cite this