Martingale Pricing and Single Index Models: Unified Approach with Esscher and Minimal Relative Entropy Measures

In this paper, we explore the connection between a single index model under the real-world probability measure and martingale pricing via minimal relative entropy or Esscher transform, within the context of a one-period market model, possibly incomplete, with multiple risky assets and a single risk-free asset. The minimal relative entropy martingale measure and the Esscher martingale measure coincide in such a market, provided they both exist. From their Radon–Nikodym derivative, we derive a portfolio of risky assets in a natural way, termed portfolio G. Our analysis shows that pricing using the Esscher or minimal relative entropy martingale measure is equivalent to a single index model (SIM) incorporating portfolio G. In the special case of elliptical returns, portfolio G coincides with the classical tangency portfolio. Furthermore, in the case of jointly normal returns, Esscher or minimal relative entropy martingale measure pricing is equivalent to CAPM pricing.

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Publication Details

Journal
Journal of risk and financial management
Published
2024-10-02
DOI
https://doi.org/10.3390/jrfm17100446
Primary Topic
Stochastic processes and financial applications
Type
article
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article

Martingale Pricing and Single Index Models: Unified Approach with Esscher and Minimal Relative Entropy Measures

Stylianos Xanthopoulos
Journal of risk and financial management
Stochastic processes and financial applications
article

Martingale Pricing and Single Index Models: Unified Approach with Esscher and Minimal Relative Entropy Measures

Stylianos Xanthopoulos
article en

Abstract

In this paper, we explore the connection between a single index model under the real-world probability measure and martingale pricing via minimal relative entropy or Esscher transform, within the context of a one-period market model, possibly incomplete, with multiple risky assets and a single risk-free asset. The minimal relative entropy martingale measure and the Esscher martingale measure coincide in such a market, provided they both exist. From their Radon–Nikodym derivative, we derive a portfolio of risky assets in a natural way, termed portfolio G. Our analysis shows that pricing using the Esscher or minimal relative entropy martingale measure is equivalent to a single index model (SIM) incorporating portfolio G. In the special case of elliptical returns, portfolio G coincides with the classical tangency portfolio. Furthermore, in the case of jointly normal returns, Esscher or minimal relative entropy martingale measure pricing is equivalent to CAPM pricing.

Journal of risk and financial managementVol. 17(10)
University of the Aegean (GR)
Openalex Percentile: Top 77%
Stochastic processes and financial applications
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Martingale Pricing and Single Index Models: Unified Approach with Esscher and Minimal Relative Entropy Measures — Stylianos Xanthopoulos · Journal of risk and financial management (2024) | TGRS Research Map | TGRS