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Risk, Entropy, and the Transformation of Distributions

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Author Info
R. Mark Reesor
Don L. McLeish
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File URL: http://www.bankofcanada.ca/en/res/wp/2002/wp02-11.pdf
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Paper provided by Bank of Canada in its series Working Papers with number 02-11.

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Length: 41 pages Abstract: The exponential family, relative entropy, and distortion are methods of transforming probability distributions. We establish a link between those methods, focusing on the relation between relative entropy and distortion. Relative entropy is commonly used to price risky financial assets in incomplete markets, while distortion is widely used to price insurance risks and in risk management. The link between relative entropy and distortion provides some intuition behind distorted risk measures such as value-at-risk. Furthermore, distorted risk measures that have desirable properties, such as coherence, are easily generated via relative entropy.
Date of creation: 2002
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Handle: RePEc:bca:bocawp:02-11

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Related research
Keywords: Econometric and statistical methods; Financial markets; Market structure and pricing;

Find related papers by JEL classification:
C0 - Mathematical and Quantitative Methods - - General
C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General
D8 - Microeconomics - - Information, Knowledge, and Uncertainty
G0 - Financial Economics - - General

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  1. Chateauneuf, A. & Kast, R. & Lapied, A., 1992. "Choquet Pricing for Financial Markets with Frictions," G.R.E.Q.A.M. 92a11, Universite Aix-Marseille III.
  2. Lynn Wirch, Julia & Hardy, Mary R., 1999. "A synthesis of risk measures for capital adequacy," Insurance: Mathematics and Economics, Elsevier, vol. 25(3), pages 337-347, December. [Downloadable!] (restricted)
  3. Shaun, Wang, 1995. "Insurance pricing and increased limits ratemaking by proportional hazards transforms," Insurance: Mathematics and Economics, Elsevier, vol. 17(1), pages 43-54, August. [Downloadable!] (restricted)
  4. Wang, Shaun & Dhaene, Jan, 1998. "Comonotonicity, correlation order and premium principles," Insurance: Mathematics and Economics, Elsevier, vol. 22(3), pages 235-242, July. [Downloadable!] (restricted)
  5. Wang, Shaun S. & Young, Virginia R. & Panjer, Harry H., 1997. "Axiomatic characterization of insurance prices," Insurance: Mathematics and Economics, Elsevier, vol. 21(2), pages 173-183, November. [Downloadable!] (restricted)
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