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

@article{Triantafillou2015ConstraintbasedCD,
  title={Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets},
  author={Sofia Triantafillou and Ioannis Tsamardinos},
  journal={Journal of Machine Learning Research},
  year={2015},
  volume={16},
  pages={2147-2205}
}
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
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On the interpretation of χ2 from contingency tables, and the calculation of p

  • RA Fisher
  • Journal of the Royal Statistical Society,
  • 1922
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