Rate-optimal robust estimation of high-dimensional vector autoregressive models
Rate-optimal robust estimation of high-dimensional vector autoregressive models
High-dimensional time series data appear in many scientific areas in the current data-rich environment. Analysis of such data poses new challenges to data analysts because of not only the complicated dynamic dependence between the series, but also the existence of aberrant observations, such as missing values, contaminated observations, and heavy-tailed …