Modeling service–time distributions with non–exponential tails:beta mixtures of exponentials
- 1 January 1999
- journal article
- research article
- Published by Taylor & Francis in Communications in Statistics. Stochastic Models
- Vol. 15 (3) , 517-546
- https://doi.org/10.1080/15326349908807548
Abstract
Motivated by interest in probability density functions (pdf's) with nonexponential tails in queueing and related areas, we introduce and investigate two classes of beta mixtures of exponential pdf's. These classes include distributions introduced by Boxma and Cohen (1997) and Gaver and Jacobs (1998) to study queues with long-tail service-time distributions. When the standard beta pdf is used as the mixing pdf, we obtain pdf's with an exponentially damped power tail, i.e. as . This pdf decays exponentially, but analysis is complicated by the power term. When the beta pdf of the second kind is used as the mixing pdf, we obtain pdf's with a power tail, i.e. as . We obtain explicit representations for the cumulative distributions functions, Laplace transforms, moments and asymptotics by exploiting connections to the Tricomi function. Properties of the power-tail class can be deduced directly from properties of the other class, because the power-tail pdf's are undamped versions of the other pdf's. The power-tail class can also be represented as gamma mixtures of Pareto pdf's. Both classes of pdf's have simple explicit Laguerre-series expansionsKeywords
This publication has 16 references indexed in Scilit:
- Explicit M/G/1 waiting-time distributions for a class of long-tail service-time distributionsOperations Research Letters, 1999
- An operational calculus for probability distributions via Laplace transformsAdvances in Applied Probability, 1996
- Asymptotic Analysis of Tail Probabilities Based on the Computation of MomentsThe Annals of Applied Probability, 1995
- Waiting-time tail probabilities in queues with long-tail service-time distributionsQueueing Systems, 1994
- Simple spectral representations for the M/M/1 queueQueueing Systems, 1988
- Transient behavior of regulated Brownian motion, I: Starting at the originAdvances in Applied Probability, 1987
- A Table of Series and Products.Mathematics of Computation, 1977
- On a Certain Class of Limit DistributionsThe Annals of Mathematical Statistics, 1972
- Convergence of a sequence of transformations of distribution functionsPacific Journal of Mathematics, 1969
- On queues in which customers are served in random orderMathematical Proceedings of the Cambridge Philosophical Society, 1962