Fabrizio G Ventola

Whittle Networks: A Deep Likelihood Model for Time Series

While probabilistic circuits have been extensively explored for tabular data, less attention has been paid to time series. Here, the goal is to estimate joint densities among the entire time series and, in turn, determining, for instance, conditional independence relations between them. To this end,…