Kai Teh

Localised Natural Causal Learning Algorithms for Weak Consistency Conditions

By relaxing conditions for {“}natural{”} structure learning algorithms, a family of constraint-based algorithms containing all exact structure learning algorithms under the faithfulness assumption, we define localised natural structure learning algorithms (LoNS). We also provide a set of necessary a…