TY - GEN
T1 - A dynamic risk form of entropic value at risk
AU - Axelrod, Allan
AU - Chowdhary, Girish
N1 - Publisher Copyright:
© 2019, American Institute of Aeronautics and Astronautics Inc, AIAA. All rights reserved.
PY - 2019
Y1 - 2019
N2 - In this work, we show that the entropic value at risk (EVaR), which is not a dynamic risk measure in general, can be a finitely-valued dynamic risk measure for at least one scenario. Specifically, for any distribution where the moment generating function (mgf) exists, then there exists a confidence parameter such that EVaR can be a finitely-valued dynamic risk measure. This separates EVaR from other risk measures, such as the value at risk (VaR), which may not be a finitely-valued dynamic risk for any allowable constant confidence parameter value. This result is not unique to EVaR, as we also show that there exists a confidence parameter such that the average value at risk (AVaR)–which does not require the mgf to exist–is also a finite dynamic risk measure. The main focus of this work is EVaR as it has a stronger stochastic ordering guarantee than AVaR. Future work will examine whether EVaR can be a dynamic risk measure for any other cases.
AB - In this work, we show that the entropic value at risk (EVaR), which is not a dynamic risk measure in general, can be a finitely-valued dynamic risk measure for at least one scenario. Specifically, for any distribution where the moment generating function (mgf) exists, then there exists a confidence parameter such that EVaR can be a finitely-valued dynamic risk measure. This separates EVaR from other risk measures, such as the value at risk (VaR), which may not be a finitely-valued dynamic risk for any allowable constant confidence parameter value. This result is not unique to EVaR, as we also show that there exists a confidence parameter such that the average value at risk (AVaR)–which does not require the mgf to exist–is also a finite dynamic risk measure. The main focus of this work is EVaR as it has a stronger stochastic ordering guarantee than AVaR. Future work will examine whether EVaR can be a dynamic risk measure for any other cases.
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U2 - 10.2514/6.2019-0392
DO - 10.2514/6.2019-0392
M3 - Conference contribution
AN - SCOPUS:85083942871
SN - 9781624105784
T3 - AIAA Scitech 2019 Forum
BT - AIAA Scitech 2019 Forum
PB - American Institute of Aeronautics and Astronautics Inc, AIAA
T2 - AIAA Scitech Forum, 2019
Y2 - 7 January 2019 through 11 January 2019
ER -