Inference on the Hurst Parameter and the Variance of Diffusions Driven by Fractional Brownian Motion eBook

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Inference on the Hurst Parameter and the Variance of Diffusions Driven by Fractional Brownian Motion
This book is devoted to a number of stochastic models that display scale invariance. It primarily focuses on three issues: probabilistic properties, statistical estimation and simulation of the processes considered. It will be of interest to probability specialists, who will find here an uncomplicated presentation of statistics tools and to those statisticians who wants to tackle the most recent theories in probability in order to develop Central Limit Theorems in this context; both groups will also benefit from the section on simulation. Algorithms are described in great detail, with a focus on procedures that is not usually found in mathematical treatises. The models studied are fractional Brownian motions and processes that derive from them through stochastic differential equations. Concerning the proofs of the limit theorems, the “Fourth Moment Theorem” is systematically used, as italso find elegant and new proofs for almost sure convergence. The use of diffusion models driven by fractional noise has been popular for more than two decades now. This popularity is due both to the mathematics itself and to its fields of application. With regard to the latter, fractional models are useful for modeling real-life events such as value assets in financial markets, chaos in quantum physics, river flows through time, irregular images, weather events and contaminant diffusion problems.

This is a digital product.

Inference on the Hurst Parameter and the Variance of Diffusions Driven by Fractional Brownian Motion is written by Corinne Berzin; Alain Latour; José R. León and published by Springer. The Digital and eTextbook ISBNs for Inference on the Hurst Parameter and the Variance of Diffusions Driven by Fractional Brownian Motion are 9783319078755, 3319078755 and the print ISBNs are 9783319078748, 3319078747.