37 citations · 38 across the 2 of their papers we have counts for
2 papers
cs.AI2022★ 1 cited
Identification in Tree-shaped Linear Structural Causal Models
Benito van der Zander, Marcel Wienöbst, Markus Bläser +1
Linear structural equation models represent direct causal effects as directed edges and confounding factors as bidirected edges. An open problem is to identify the causal parameter…
cs.AI2018★ 37 cited
Separators and Adjustment Sets in Causal Graphs: Complete Criteria and an Algorithmic Framework
Benito van der Zander, Maciej Liśkiewicz, Johannes Textor
Principled reasoning about the identifiability of causal effects from non-experimental data is an important application of graphical causal models. This paper focuses on effects th…