Multi-Fractional Brownian Motion: Estimating the Hurst Exponent via Variational Smoothing with Applications in Finance
نویسندگان
چکیده
Beginning with the basics of Wiener process, we consider limitations characterizing “Brownian approach” in analyzing real phenomena. This leads us to first fractional Brownian motion (fBm)—also discussing Wood–Chan fast algorithm generate sample paths—to then focus on multi-fBm and methods its trajectories. is heavily linked Hurst exponent study, which link data, firstly considering an absolute moment method, allowing obtain raw estimates, variational calculus approaches smooth it. The latter smoothing tool was tested accuracy synthetic comparing it exponential moving average method. Previous analyses results were exploited develop a forecasting procedure applied data foreign exchange rates from Forex market.
منابع مشابه
The Visibility Graph: a new method for estimating the Hurst exponent of fractional Brownian motion
Fractional Brownian motion (fBm) has been used as a theoretical framework to study real time series appearing in diverse scientific fields. Because its intrinsic non-stationarity and long range dependence, its characterization via the Hurst parameter H requires sophisticated techniques that often yield ambiguous results. In this work we show that fBm series map into a scale free visibility grap...
متن کاملHurst exponent estimation of Fractional Lévy Motion
In this paper, we build an estimator of the Hurst exponent of a fractional Lévy motion. The stochastic process is observed with random noise errors in the following framework: continuous time and discrete observation times. In both cases, we prove consistency of our wavelet type estimator. Moreover we perform some simulations in order to study numerically the asymptotic behaviour of this estimate.
متن کاملEstimating the Hurst Exponent
The Hurst Exponent is a dimensionless estimator for the self-similarity of a time series. Initially defined by Harold Edwin Hurst to develop a law for regularities of the Nile water level, it now has applications in medicine and finance. Meaningful values are in the range [0, 1]. Different methods for estimating the Hurst Exponent have been evaluated: The classical “Rescaled Range” method devel...
متن کاملPath integral formulation of fractional Brownian motion for general Hurst exponent
In J. Phys. A: Math. Gen. 28, 4305 (1995), K. L. Sebastian gave a pathintegral computation of the propagator of subdiffusive fractional Brownian motion (fBm), i.e. fBm with a Hurst or self-similarity exponent H ∈ (0, 1/2). The extension of Sebastian’s calculation to superdiffusion, H ∈ (1/2, 1], becomes however quite involved due to the appearance of additional boundary conditions on fractional...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Symmetry
سال: 2022
ISSN: ['0865-4824', '2226-1877']
DOI: https://doi.org/10.3390/sym14081657