Yan, Xing; Zhang, Weizhong; Liu, Wei; MA, Lin; Wu, Qi - 2021
We propose a parsimonious quantile regression framework to learn the dynamic tail behaviors of financial asset returns. Our model captures well both the time-varying characteristic and the asymmetrical heavy-tail property of financial time series. It combines the merits of a popular sequential...