IDYNO: Learning Nonparametric DAGs from Interventional Dynamic Data

Tian Gao, Debarun Bhattacharjya, Elliot Nelson, Miao Liu, Yue Yu

Abstract: Causal discovery in the form of a directed acyclic graph (DAG) for time series data has been widely studied in various domains. The resulting DAG typically represents a dynamic Bayesian network (DB...