98 citations
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Showing 2019Show all
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cs.LG2019★ 4 cited
ASP-based Discovery of Semi-Markovian Causal Models under Weaker Assumptions
Zhalama, Jiji Zhang, Frederick Eberhardt +2
In recent years the possibility of relaxing the so-called Faithfulness assumption in automated causal discovery has been investigated. The investigation showed (1) that the Faithfu…
cs.LG2019★ 14 cited
Causal Discovery from Heterogeneous/Nonstationary Data with Independent Changes
Biwei Huang, Kun Zhang, Jiji Zhang +4
It is commonplace to encounter heterogeneous or nonstationary data, of which the underlying generating process changes across domains or over time. Such a distribution shift featur…