Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models

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Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models

15 March 2018

Tamara Broderick

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Papers citing "Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models"

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Title
Active Learning for Optimal Intervention Design in Causal Models Jiaqi Zhang Louis V. Cammarata C. Squires T. Sapsis Caroline Uhler CML 109 28 0 10 Sep 2022
Causal Structure Learning: a Combinatorial Perspective C. Squires Caroline Uhler CML 120 47 0 02 Jun 2022
Variational Causal Networks: Approximate Bayesian Inference over Causal Structures Yashas Annadani Jonas Rothfuss Alexandre Lacoste Nino Scherrer Anirudh Goyal Yoshua Bengio Stefan Bauer BDL CML 84 48 0 14 Jun 2021
Optimal experimental design via Bayesian optimization: active causal structure learning for Gaussian process networks Julius von Kügelgen Paul Kishan Rubenstein Bernhard Schölkopf Adrian Weller CML 78 20 0 09 Oct 2019