Bayesian estimation of the Hurst parameter of fractional Brownian motion |
| |
Authors: | Chen-Yueh Chen Khalil Shafie Yen-Kuang Lin |
| |
Affiliation: | 1. National Taiwan Sport University, Guishan, Taoyuan, Republic of China;2. University of Northern Colorado, Greeley, CO, USA;3. Taipei Medical University, Xinyi, Taipei, Republic of China |
| |
Abstract: | The primary purpose of this study was to find Bayesian estimates for the Hurst dimension of a Fractional Brownian motion with a Beta prior when the process is observed at discrete times. Overestimation is observed though the overestimation is less severe as real H goes up. In addition, the estimated H decreases as Beta parameters go up given an Alpha value. In contrast, the estimated H increases as Alpha parameters go up given a Beta value. For the real-world data, the 2011 daily Taiwan stock index was used and the estimated Hurst index was 0.21. |
| |
Keywords: | Bayesian analysis fractal dimension fractional Brownian motion |
|
|