Sparse Tree-Based Aggregation for Time Series Regressions

Marie Corillon, Stephan Smeekes, Ines Wilms

High-dimensional time series regressions are often regularized to produce sparse coefficients. We show that temporal aggregation provides a powerful alternative to reduce dimension…