Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
1153671 | Statistics & Probability Letters | 2011 | 7 Pages |
Abstract
A fractional normal inverse Gaussian (FNIG) process is a fractional Brownian motion subordinated to an inverse Gaussian process. This paper shows how the FNIG process emerges naturally as the limit of a random walk with correlated jumps separated by i.i.d. waiting times. Similarly, we show that the NIG process, a Brownian motion subordinated to an inverse Gaussian process, is the limit of a random walk with uncorrelated jumps separated by i.i.d. waiting times. The FNIG process is also derived as the limit of a fractional ARIMA processes. Finally, the NIG densities are shown to solve the relativistic diffusion equation from statistical physics.
Related Topics
Physical Sciences and Engineering
Mathematics
Statistics and Probability
Authors
A. Kumar, Mark M. Meerschaert, P. Vellaisamy,