Random Variate Generation for Exponential and Gamma Tilted Stable Distributions

Author:

Qu Yan1,Dassios Angelos2,Zhao Hongbiao3

Affiliation:

1. Peking University, Beijing, China

2. London School of Economics and Political Science, London, UK

3. Shanghai University of Finance and Economics, Shanghai, China

Abstract

We develop a new efficient simulation scheme for sampling two families of tilted stable distributions: exponential tilted stable (ETS) and gamma tilted stable (GTS) distributions. Our scheme is based on two-dimensional single rejection. For the ETS family, its complexity is uniformly bounded over all ranges of parameters. This new algorithm outperforms all existing schemes. In particular, it is more efficient than the well-known double rejection scheme, which is the only algorithm with uniformly bounded complexity that we can find in the current literature. Beside the ETS family, our scheme is also flexible to be further extended for generating the GTS family, which cannot easily be done by extending the double rejection scheme. Our algorithms are straightforward to implement, and numerical experiments and tests are conducted to demonstrate the accuracy and efficiency.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Science Applications,Modelling and Simulation

Reference37 articles.

1. The Fourier-series method for inverting transforms of probability distributions

2. Numerical Inversion of Laplace Transforms of Probability Distributions

3. A Unified Framework for Numerically Inverting Laplace Transforms

4. Particle Markov chain Monte Carlo methods

5. O. E. Barndorff-Nielsen and N. Shephard. 2001. Normal modified stable processes. Theory of Probability and Mathematical Statistics. Online. 1--19. O. E. Barndorff-Nielsen and N. Shephard. 2001. Normal modified stable processes. Theory of Probability and Mathematical Statistics. Online. 1--19.

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