Causal Structure Learning via Temporal Markov Networks

Aubrey Barnard, David Page

Abstract: Learning the structure of a dynamic Bayesian network (DBN) is a common way of discovering causal relationships in time series data. However, the combinatorial nature of DBN structure learning limit...