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JMLR
2008
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13 years 4 months ago
Complete Identification Methods for the Causal Hierarchy
We consider a hierarchy of queries about causal relationships in graphical models, where each level in the hierarchy requires more detailed information than the one below. The hie...
Ilya Shpitser, Judea Pearl
AAAI
2007
13 years 7 months ago
Possibilistic Causal Networks for Handling Interventions: A New Propagation Algorithm
This paper contains two important contributions for the development of possibilistic causal networks. The first one concerns the representation of interventions in possibilistic ...
Salem Benferhat, Salma Smaoui