Econophysics and fractional calculus: Einstein's evolution equation, the fractal market hypothesis, trend analysis and future price prediction

Jonathan Blackledge, Derek Kearney, Marc Lamphiere, Raja Rani, Paddy Walsh

    Research output: Contribution to journalArticlepeer-review

    13 Citations (Scopus)

    Abstract

    This paper examines a range of results that can be derived from Einstein's evolution equation focusing on the effect of introducing a Lévy distribution into the evolution equation. In this context, we examine the derivation (derived exclusively from the evolution equation) of the classical and fractional diffusion equations, the classical and generalised Kolmogorov-Feller equations, the evolution of self-affine stochastic fields through the fractional diffusion equation, the fractional Poisson equation (for the time independent case), and, a derivation of the Lyapunov exponent and volatility. In this way, we provide a collection of results (which includes the derivation of certain fractional partial differential equations) that are fundamental to the stochastic modelling associated with elastic scattering problems obtained under a unifying theme, i.e., Einstein's evolution equation. This includes an analysis of stochastic fields governed by a symmetric (zero-mean) Gaussian distribution, a Lévy distribution characterised by the Lévy index γ ∈ [0, 2] and the derivation of two impulse response functions for each case. The relationship between non-Gaussian distributions and fractional calculus is examined and applications to financial forecasting under the fractal market hypothesis considered, the reader being provided with example software functions (written in MATLAB) so that the results presented may be reproduced and/or further investigated.

    Original languageEnglish
    Article number1057
    JournalMathematics
    Volume7
    Issue number11
    DOIs
    Publication statusPublished - 1 Nov 2019

    Keywords

    • Diffusion equation
    • Efficient market hypothesis
    • Einstein's evolution equation
    • Evolutionary computing
    • Financial time series analysis
    • Fractal market hypothesis
    • Fractional diffusion equation
    • Kolmogorov-Feller equation
    • Random market hypothesis
    • Self-affine stochastic fields

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