220 citations · 782 across the 19 of their papers we have counts for
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math.ST2020★ 27 cited
On efficient adjustment in causal graphs
Janine Witte, Leonard Henckel, Marloes H. Maathuis +1
We consider estimation of a total causal effect from observational data via covariate adjustment. Ideally, adjustment sets are selected based on a given causal graph, reflecting kn…
math.ST2010★ 91 cited
Identifying the consequences of dynamic treatment strategies: A decision-theoretic overview
A. Philip Dawid, Vanessa Didelez
We consider the problem of learning about and comparing the consequences of dynamic treatment strategies on the basis of observational data. We formulate this within a probabilisti…
math.ST2007★ 82 cited
Graphical models for marked point processes based on local independence
Vanessa Didelez
A new class of graphical models capturing the dependence structure of events that occur in time is proposed. The graphs represent so-called local independences, meaning that the in…