Sun, Yan; Lin, Xiaodong - In: Quantitative Finance 12 (2012) 4, pp. 573-586
The complexity of multivariate time series models increases dramatically when the number of component series increases. This is a phenomenon observed in both low- and high-frequency financial data analysis. In this paper, we develop a regularization framework for multivariate time series models...