41 citations · 112 across the 21 of their papers we have counts for
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cs.AI2020★ 9 cited
Identifying Causal Effects via Context-specific Independence Relations
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Causal effect identification considers whether an interventional probability distribution can be uniquely determined from a passively observed distribution in a given causal struct…
cs.AI2018★ 8 cited
Surrogate Outcomes and Transportability
Santtu Tikka, Juha Karvanen
Identification of causal effects is one of the most fundamental tasks of causal inference. We consider an identifiability problem where some experimental and observational data are…