Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets

  title={Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets},
  author={Sofia Triantafillou and Ioannis Tsamardinos},
  journal={Journal of Machine Learning Research},
Scientific practice typically involves repeatedly studying a system, each time trying to unravel a different perspective. In each study, the scientist may take measurements under different experimental conditions (interventions, manipulations, perturbations) and measure different sets of quantities (variables). The result is a collection of heterogeneous data sets coming from different data distributions. In this work, we present algorithm COmbINE, which accepts a collection of data sets over… CONTINUE READING
Highly Cited
This paper has 44 citations. REVIEW CITATIONS
Recent Discussions
This paper has been referenced on Twitter 3 times over the past 90 days. VIEW TWEETS
29 Citations
47 References
Similar Papers


Publications referenced by this paper.
Showing 1-10 of 47 references

On the interpretation of χ2 from contingency tables, and the calculation of p

  • RA Fisher
  • Journal of the Royal Statistical Society,
  • 1922
Highly Influential
6 Excerpts

Similar Papers

Loading similar papers…