Entropy-based modelling financial asset return

  • Вячеслав Владимирович Коротких Voronezh State University http://orcid.org/0000-0001-9029-7466
  • Илья Александрович Лукин Voronezh State University
Keywords: risk, diversification, portfolio, differential entropy

Abstract

Purpose: investigation of mechanisms and methods of modelling financial as-set return based on entropy risk measures. Discussion: Entropy explains the return both securities and portfolios in a simpler way and, at the same time, with higher explanatory power than the beta of the capital asset pricing model. For asset pricing we define the continuous entropy as an alternative risk meas-ure. Results: our results show that entropy decreases in the function of the number of securities involved in a portfolio in a similar way to the standard deviation, and that efficient portfolios are situated on a hyperbola in the ex-pected “return – entropy” system. Entropy as a novel risk measure combines the advantages of the CAPM’s risk parameter (beta) and the standard devia-tion. It captures risk without using any information about the market, and it is capable of measuring the risk reduction effect of diversification.

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Published
2019-04-20
How to Cite
Коротких, В. В., & Лукин, И. А. (2019). Entropy-based modelling financial asset return. Modern Economics: Problems and Solutions, 3, 37-50. https://doi.org/10.17308/meps.2019.3/1000
Section
Mathematical Methods in Economics