Conditional Chow-Liu Tree Structures for Modeling Discrete-Valued Vector Time Series

Sergey Kirshner, Padhraic Smyth, Andrew Robertson

We consider the problem of modeling discrete-valued vector time series data using extensions of Chow-Liu tree models to capture both dependencies across time and dependencies acros…