Lag selection and estimation of stable parameters for multiple autoregressive processes through convex programming

Somnath Chakraborty, Johannes Lederer, Rainer von Sachs

Motivated by a variety of applications, high-dimensional time series have become an active topic of research. In particular, several methods and finite-sample theories for individu…