1 citations · 1 across the 1 of their papers we have counts for
3 papers
GO-Based Clustering for Learning Cluster-Level Causal Gene Regulatory Networks
Azlaan Mustafa Samad, Wei Zhang, Adèle H Ribeiro
Discovery of causal relationships in high-dimensional Gene Regulatory Networks (GRN) is computationally challenging and often difficult to interpret due to dense connections. There…
Relaxing partition admissibility in Cluster-DAGs: a causal calculus with arbitrary variable clustering
Clément Yvernes, Emilie Devijver, Adèle H. Ribeiro +2
Cluster DAGs (C-DAGs) provide an abstraction of causal graphs in which nodes represent clusters of variables, and edges encode both cluster-level causal relationships and dependenc…
Causal Effect Identification in Cluster DAGs
Tara V. Anand, Adèle H. Ribeiro, Jin Tian +1
Reasoning about the effect of interventions and counterfactuals is a fundamental task found throughout the data sciences. A collection of principles, algorithms, and tools has been…