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causal structure

88 papers

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Co-occurring keywords

causal discovery (460) causal inference (1630) graphical model (864) structure learning (341) directed acyclic graph (245) conditional independence (113) latent variable (541) markov equivalence (33) markov equivalence class (37) causal structure learning (63)

Papers

Multi-Level Cause-Effect Systems AISTATS 2016
Causal Discovery from Subsampled Time Series Data by Constraint Optimization PGM 2016
A Differential Approach to Causality in Staged Trees PGM 2016
Ancestral Causal Inference NIPS 2016
Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets JMLR 2015
Rate-Agnostic (Causal) Structure Learning NIPS 2015
Counting and Exploring Sizes of Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2015
Experiment Selection for Causal Discovery JMLR 2013
Learning Causal Structure from Overlapping Variable Sets AISTATS 2010
Properties of Monotonic Effects on Directed Acyclic Graphs JMLR 2009
Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets NIPS 2008
Active Learning of Causal Networks with Intervention Experiments and Optimal Designs JMLR 2008
Integrating Locally Learned Causal Structures with Overlapping Variables NIPS 2008