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An empirical model of volatility of returns and option pricing

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Author Info
McCauley, Joseph L.
Gunaratne, Gemunu H.

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Abstract

This paper reports several entirely new results on financial market dynamics and option pricing We observe that empirical distributions of returns are much better approximated by an exponential distribution than by a Gaussian. This exponential distribution of asset prices can be used to develop a new pricing model for options (in closed algebraic form) that is shown to provide valuations that agree very well with those used by traders. We show how the Fokker-Planck formulation of fluctuations can be used with a local volatility (diffusion coeffficient) to generate an exponential distribution for asset returns, and also how fat tails for extreme returns are generated dynamically by a simple generalization of our new volatility model. Nonuniqueness in deducing dynamics from empirical data is discussed and is shown to have no practical effect over time scales much less than one hundred years. We derive an option pricing pde and explain why it‘s superfluous, because all information required to price options in agreement with the delta-hedge is already included in the Green function of the Fokker-Planck equation for a special choice of parameters. Finally, we also show how to calculate put and call prices for a stretched exponential returns density.

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File URL: http://mpra.ub.uni-muenchen.de/2161/
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Publisher Info
Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 2161.

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Date of creation: 2003
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Handle: RePEc:pra:mprapa:2161

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Related research
Keywords: Market instability market dynamics finance option pricing

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Find related papers by JEL classification:
C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables
G0 - Financial Economics - - General
C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General

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  1. McCauley, Joseph l., 2004. "Thermodynamic analogies in economics and finance: instability of markets," MPRA Paper 2159, University Library of Munich, Germany. [Downloadable!]
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This page was last updated on 2008-11-17.


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