Some properties of fractional Brownian motion
Abstract
This article is dedicated to the study of the characteristics of random processes, with properties of self-similarity and fractality. The study is based on the consideration of numerical characteristics of processes such as mean, variance, covariance, skewness and kurtosis, and the moments and cumulants of higher order, which can then be used to assess the quality and selection of the best simulation algorithm and reseach real-world data. The study was conducted for the random process of fractional Brownian motion, which is widely used. The article also noted that this process has the property of stationary increments, but in general, it increments dependent, which significantly complicates the algorithms used in the modeling process of fractional Brownian motion.
References
- Mandelbrot B. B., van Ness J. W. Fractional Brownian motion, fractional noises and applications. SIAM Rev. 1968. Vol. 10, No. 4. P. 422 – 437. DOI: 10.1137/1010093.
- Samorodnitsky G., Taqqu M. S. Stable non-Gaussian random processes. New York, 1994.
- Shiryaev A. N. Osnovy stokhasticheskoi i finansovoi matematiki. Moscow, 1998 (in Russ.).
- Lakhel E., McKibben M. A. Controllability of neutral stochastic integro-differential evolution equations driven by a fractional Brownian motion. Afr. Mat. 2016. No. 7. P. 1–14.
- Dieker T. Simulation of fractional Brownian motion. CWI and University of Twente Department of Mathematical Sciences. Amsterdam, 2004. P. 12.
- Norros I. A Storage Model with Self-Similar Input. Queuing Syst. 1994. Vol. 16, issue 3. P. 387–396.
- Cheredito P. Arbitrage in fractional Brownian motion models. Finance Stoch. 2003. Vol. 7, issue 4. P. 533–553. DOI: 10.1007/s007800300101.
- Ilalan D. Elliott wave principle and the corresponding fractional Brownian motion in stock markets: Evidence from Nikkei 225 index. Chaos, Solitons & Fractals. 2016. Vol. 92. P. 137–141. DOI: 10.1016/j.chaos.2016.09.018.
The authors who are published in this journal agree to the following:
- The authors retain copyright on the work and provide the journal with the right of first publication of the work on condition of license Creative Commons Attribution-NonCommercial. 4.0 International (CC BY-NC 4.0).
- The authors retain the right to enter into certain contractual agreements relating to the non-exclusive distribution of the published version of the work (e.g. post it on the institutional repository, publication in the book), with the reference to its original publication in this journal.
- The authors have the right to post their work on the Internet (e.g. on the institutional store or personal website) prior to and during the review process, conducted by the journal, as this may lead to a productive discussion and a large number of references to this work. (See The Effect of Open Access.)