Optimizing tail risks using an importance sampling based extrapolation for heavy-tailed objectives

Anand Deo, Karthyek Murthy

Motivated by the prominence of Conditional Value-at-Risk (CVaR) as a measure for tail risk in settings affected by uncertainty, we develop a new formula for approximating CVaR base…