Hierarchical Representations for Evolving Acyclic Vector Autoregressions (HEAVe)

Cameron Cornell, Lewis Mitchell, Matthew Roughan

Causal networks offer an intuitive framework to understand influence structures within time series systems. However, the presence of cycles can obscure dynamic relationships and hi…