Literature DB >> 16196655

Markov chain-based method for generating long-range dependence.

Richard G Clegg1, Maurice Dodson.   

Abstract

This paper describes a model for generating time series which exhibit the statistical phenomenon known as long-range dependence (LRD). A Markov modulated process based on an infinite Markov chain is described. The work described is motivated by applications in telecommunications where LRD is a known property of time series measured on the Internet. The process can generate a time series exhibiting LRD with known parameters and is particularly suitable for modeling Internet traffic because the time series is in terms of ones and zeros, which can be interpreted as data packets and interpacket gaps. The method is extremely simple, both computationally and analytically, and could prove more tractable than other methods described in the literature.

Year:  2005        PMID: 16196655     DOI: 10.1103/PhysRevE.72.026118

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  1 in total

1.  CorGen--measuring and generating long-range correlations for DNA sequence analysis.

Authors:  Philipp W Messer; Peter F Arndt
Journal:  Nucleic Acids Res       Date:  2006-07-01       Impact factor: 16.971

  1 in total

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