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financial mathematics Mathematical finance, also known as quantitative finance and financial mathematics, is a field of applied mathematics, concerned with mathematical modeling in the Finance#Quantitative_finance, financial field. In general, there exist two separate ...
(concerned with mathematical modeling of financial markets), the entropic risk measure is a
risk measure In financial mathematics, a risk measure is used to determine the amount of an asset or set of assets (traditionally currency) to be kept in reserve. The purpose of this reserve is to make the downside risk, risks taken by financial institutions ...
which depends on the
risk aversion In economics and finance, risk aversion is the tendency of people to prefer outcomes with low uncertainty to those outcomes with high uncertainty, even if the average outcome of the latter is equal to or higher in monetary value than the more c ...
of the user through the
exponential utility In economics and finance, exponential utility is a specific form of the utility function, used in some contexts because of its convenience when risk (sometimes referred to as uncertainty) is present, in which case expected utility is maximized. For ...
function. It is a possible alternative to other risk measures as
value-at-risk Value at risk (VaR) is a measure of the risk of loss of investment/capital. It estimates how much a set of investments might lose (with a given probability), given normal market conditions, in a set time period such as a day. VaR is typically us ...
or
expected shortfall Expected shortfall (ES) is a risk measure—a concept used in the field of financial risk measurement to evaluate the market risk or credit risk of a portfolio. The "expected shortfall at q% level" is the expected return on the portfolio in the wor ...
. It is a theoretically interesting measure because it provides different risk values for different individuals whose attitudes toward risk may differ. However, in practice it would be difficult to use since quantifying the risk aversion for an individual is difficult to do. The entropic risk measure is the prime example of a convex risk measure which is not coherent. Given the connection to
utility function In economics, utility is a measure of a certain person's satisfaction from a certain state of the world. Over time, the term has been used with at least two meanings. * In a Normative economics, normative context, utility refers to a goal or ob ...
s, it can be used in
utility maximization problem Utility maximization was first developed by utilitarian philosophers Jeremy Bentham and John Stuart Mill. In microeconomics, the utility maximization problem is the problem consumers face: "How should I spend my money in order to maximize my uti ...
s.


Mathematical definition

The entropic risk measure with the risk aversion parameter \theta > 0 is defined as : \rho^(X) = \frac\log\left(\mathbb ^right) = \sup_ \left\ \, where H(Q, P) = E\left frac\log\frac\right/math> is the
relative entropy Relative may refer to: General use *Kinship and family, the principle binding the most basic social units of society. If two people are connected by circumstances of birth, they are said to be ''relatives''. Philosophy *Relativism, the concept t ...
of ''Q'' << ''P''.


Acceptance set

The
acceptance set In financial mathematics, acceptance set is a set of acceptable future net worth which is acceptable to the regulator. It is related to risk measures. Mathematical Definition Given a probability space (\Omega,\mathcal,\mathbb), and letting L^p = L ...
for the entropic risk measure is the set of payoffs with positive expected utility. That is : A = \ = \ where u(X) is the exponential utility function.


Dynamic entropic risk measure

The conditional risk measure associated with dynamic entropic risk with risk aversion parameter \theta is given by :\rho^_t(X) = \frac\log\left(\mathbb \mathcal_tright). This is a time consistent risk measure if \theta is constant through time, and can be computed efficiently using forward-backwards differential equations .


See also

* Entropic value at risk *
List of financial performance measures This article comprises a list of measures of financial performance. Basic definitions *Return on equity *Return on assets *Return on investment Return measures * Arithmetic return: average return of different observation periods * Geometric r ...


References

{{DEFAULTSORT:Entropic Risk Measure Financial risk modeling Utility