Generalized Arcsine Laws for Fractional Brownian Motion
Tridib Sadhu1, Mathieu Delorme2, Kay Jörg Wiese2
1Tata Institute of Fundamental Research, Mumbai 400005, India.
Physical Review Letters
|February 14, 2018
Summary
Fractional Brownian motion alters standard Brownian motion
Area of Science:
- Stochastic processes
- Extreme value statistics
- Gaussian processes
Background:
- Brownian motion exhibits three arcsine laws for key time-based observables.
- These laws describe the probability distributions of the time spent positive, last visit to the origin, and time to reach maximum/minimum.
- Fractional Brownian motion (fBm) generalizes Brownian motion with tunable persistence.
Purpose of the Study:
- To investigate how arcsine laws are modified for fractional Brownian motion.
- To analyze the impact of the Hurst exponent (H) on these extreme-value statistics.
- To compare the behavior of fBm with standard Brownian motion (H=1/2).
Main Methods:
- Utilizing a perturbative expansion around H=1/2 (ϵ = H - 1/2).
- Deriving the modified probability distributions for the three observables.
- Conducting high-precision numerical simulations to validate theoretical predictions.
Main Results:
- The three arcsine laws for fBm yield distinct probability distributions.
- Differences in these distributions emerge at the second order of the perturbative expansion (ϵ^2).
- Theoretical predictions show excellent agreement with simulation results.
Conclusions:
- Arcsine laws for Brownian motion are modified in the non-Markovian regime of fractional Brownian motion.
- The Hurst exponent H dictates the specific deviations from standard Brownian motion.
- This study provides a theoretical and numerical framework for understanding extreme-value statistics in generalized Brownian processes.
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