8,787 research outputs found

    Bayesian inference for partially observed stochastic differential equations driven by fractional Brownian motion

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    We consider continuous-time diffusion models driven by fractional Brownian motion. Observations are assumed to possess a nontrivial likelihood given the latent path. Due to the non-Markovian and high-dimensional nature of the latent path, estimating posterior expectations is computationally challenging. We present a reparameterization framework based on the Davies and Harte method for sampling stationary Gaussian processes and use it to construct a Markov chain Monte Carlo algorithm that allows computationally efficient Bayesian inference. The algorithm is based on a version of hybrid Monte Carlo simulation that delivers increased efficiency when used on the high-dimensional latent variables arising in this context. We specify the methodology on a stochastic volatility model, allowing for memory in the volatility increments through a fractional specification. The method is demonstrated on simulated data and on the S&P 500/VIX time series. In the latter case, the posterior distribution favours values of the Hurst parameter smaller than 1/2 , pointing towards medium-range dependence

    Geometric variations of the Boltzmann entropy

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    We perform a calculation of the first and second order infinitesimal variations, with respect to energy, of the Boltzmann entropy of constant energy hypersurfaces of a system with a finite number of degrees of freedom. We comment on the stability interpretation of the second variation in this framework.Comment: 9 pages, no figure

    A stochastic derivation of the geodesic rule

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    We argue that the geodesic rule, for global defects, is a consequence of the randomness of the values of the Goldstone field ϕ\phi in each causally connected volume. As these volumes collide and coalescence, ϕ\phi evolves by performing a random walk on the vacuum manifold M\mathcal{M}. We derive a Fokker-Planck equation that describes the continuum limit of this process. Its fundamental solution is the heat kernel on M\mathcal{M}, whose leading asymptotic behavior establishes the geodesic rule.Comment: 12 pages, No figures. To be published in Int. Jour. Mod. Phys.
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