entropic risk measure
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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 of financial markets. In general, there exist two separate branches of finance that require ...
(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 risks taken by financial institutions, such as bank ...
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 function. It is a possible alternative to other risk measures as value-at-risk 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 As a topic of economics, utility is used to model worth or value. Its usage has evolved significantly over time. The term was introduced initially as a measure of pleasure or happiness as part of the theory of utilitarianism by moral philosoph ...
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 u ...
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 society. If two people are connected by circumstances of birth, they are said to be ''relatives'' Philosophy *Relativism, the concept that ...
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 In financial mathematics, a conditional risk measure is a random variable of the financial risk (particularly the downside risk) as if measured at some point in the future. A risk measure can be thought of as a conditional risk measure on the triv ...
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 Time consistency in the context of finance is the property of not having mutually contradictory evaluations of risk at different points in time. This property implies that if investment A is considered riskier than B at some future time, then A wi ...
risk measure if \theta is constant through time, and can be computed efficiently using forward-backwards differential equations .


See also

*
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 en ...
*
List of financial performance measures This article comprises a list of measures of financial performance. Return measures * Arithmetic return: average return of different observation periods * Geometric return: return depending only on start date and end date of one overall obser ...


References

{{DEFAULTSORT:Entropic Risk Measure Financial risk modeling Utility