Sparse transition matrix estimation for high-dimensional and locally stationary vector autoregressive models

Xin Ding, Ziyi Qiu, Xiaohui Chen

We consider the estimation of the transition matrix in the high-dimensional time-varying vector autoregression (TV-VAR) models. Our model builds on a general class of locally stati…