GARCH-UGH: A bias-reduced approach for dynamic extreme Value-at-Risk estimation in financial time series

Hibiki Kaibuchi, Yoshinori Kawasaki, Gilles Stupfler

The Value-at-Risk (VaR) is a widely used instrument in financial risk management. The question of estimating the VaR of loss return distributions at extreme levels is an important…