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# 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} }

- Published 2015 in 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

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