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Large Deviations and the Distribution of Price Changes

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Author Info
Laurent Calvet
Adlai Fisher
Benoit Mandelbrot (Yale Univ. & IBM T.J. Watson Research Center)
Abstract

The Multifractal Model of Asset Returns ("MMAR," see Mandelbrot, Fisher, and Calvet, 1997) proposes a class of multifractal processes for the modelling of financial returns. In that paper, multifractal processes are defined by a scaling law for moments of the processes' increments over finite time intervals. In the present paper, we discuss the local behavior of multifractal processes. We employ local Holder exponents, a fundamental concept in real analysis that describes the local scaling properties of a realized path at any point in time. In contrast with the standard models of continuous time finance, multifractal processes contain a multiplicity of local Holder exponents within any finite time interval. We characterize the distribution of Holder exponents by the multifractal spectrum of the process. For a broad class of multifractal processes, this distribution can be obtained by an application of Cramer's Large Deviation Theory. In an alternative interpretation, the multifractal spectrum describes the fractal dimension of the set of points having a given local Holder exponent. Finally, we show how to obtain processes with varied spectra. This allows the applied researcher to relate an empirical estimate of the multifractal spectrum back to a particular construction of the Stochastic process.

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File URL: http://cowles.econ.yale.edu/P/cd/d11b/d1165.pdf
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Paper provided by Cowles Foundation, Yale University in its series Cowles Foundation Discussion Papers with number 1165.

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Length: 30 pages
Date of creation: Sep 1997
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Handle: RePEc:cwl:cwldpp:1165

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Keywords: Multifractal model of asset returns multifractal spectrum compound stochastic process subordinated stochastic process time deformation scaling laws self-similarity self-affinity

References listed on IDEAS
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  1. Benoit Mandelbrot & Adlai Fisher & Laurent Calvet, 1997. "A Multifractal Model of Asset Returns," Cowles Foundation Discussion Papers 1164, Cowles Foundation, Yale University. [Downloadable!]
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Céline Azizieh & Wolfgang Breymann, 2005. "Estimation of the Stylized Facts of a Stochastic Cascade Model," Working Papers CEB 05-009.RS, Université Libre de Bruxelles, Solvay Business School, Centre Emile Bernheim (CEB). [Downloadable!]
  2. Lux, Thomas & Kaizoji, Taisei, 2006. "Forecasting volatility and volume in the Tokyo stock market : long memory, fractality and regime switching," Economics working papers 2006,13, Christian-Albrechts-University of Kiel, Department of Economics. [Downloadable!]
    Other versions:
  3. Cornelis A. Los, 2005. "The Degree of Stability of Price Diffusion," Finance 0508006, EconWPA. [Downloadable!]
  4. Jérôme Fillol, 2003. "Multifractality: Theory and Evidence an Application to the French Stock Market," Economics Bulletin, Economics Bulletin, vol. 3(31), pages 1-12. [Downloadable!]
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