Nonparametric ways to estimate conditional value at risk (expected shortfall), and conditional expected shortfall.
ceshat provides estimation functions for CVaR and CES.
Cai, Z., & Wang, X. (2008). Nonparametric estimation of conditional VaR and expected shortfall. Journal of Econometrics, 147(1), 120-130.
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