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Entropic value at risk : ウィキペディア英語版
Entropic value at risk
In financial mathematics and stochastic optimization, the concept of risk measure is used to quantify the risk involved in a random outcome or risk position. Many risk measures have hitherto been proposed, each having certain characteristics. The entropic value-at-risk (EVaR) is a coherent risk measure introduced by Ahmadi-Javid, which is an upper bound for the value at risk (VaR) and the conditional value-at-risk (CVaR), obtained from the Chernoff inequality. The EVaR can also be represented by using the concept of relative entropy. Because of its connection with the VaR and the relative entropy, this risk measure is called "entropic value-at-risk". The EVaR was developed to tackle some computational inefficiencies of the CVaR. Getting inspiration from the dual representation of the EVaR, Ahmadi-Javid〔〔 developed a wide class of coherent risk measures, called g-entropic risk measures. Both the CVaR and the EVaR are members of this class.
== Definition ==
Let (\Omega,\mathcal,P) be a probability space with \Omega a set of all simple events, \mathcal a \sigma -algebra of subsets of \Omega and P a probability measure on \mathcal . Let X be a random variable and \mathbf_ be the set of all Borel measurable functions X:\Omega\rightarrow \R whose moment-generating function M_X(z) exists for all z\geq 0 . The entropic value-at-risk (EVaR) of X\in \mathbf_ with confidence level 1-\alpha is defined as follows:
In finance, the random variable X \in \mathbf_, in the above equation, is used to model the ''losses'' of a portfolio.
Consider the Chernoff inequality
Solving the equation e^M_X(z)=\alpha for a , results in a_X(\alpha,z):=z^\ln(M_X(z)/\alpha) . By considering the equation (), we see that \text_(X):=\inf_\ , which shows the relationship between the EVaR and the Chernoff inequality. It is worth noting that a_X(1,z) is the ''entropic risk measure'' or ''exponential premium'', which is a concept used in finance and insurance, respectively.
Let \mathbf_ be the set of all Borel measurable functions X:\Omega\rightarrow \R whose moment-generating function M_X(z) exists for all z. The dual representation (or robust representation) of the EVaR is as follows:
where X\in \mathbf_ , and \Im is a set of probability measures on (\Omega,\mathcal) with \Im=\ . Note that D_(Q||P):=\int\frac(\ln\frac)dP is the relative entropy of Q with respect to P, also called the Kullback–Leibler divergence. The dual representation of the EVaR discloses the reason behind its naming.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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