A minimal representation of Markov arrival processes and a moments matching method

M Telek, G Horváth - Performance Evaluation, 2007 - Elsevier
The paper investigates the problem of minimal representation of Markov arrival processes of
order n (MAP (n)). The minimal representation of MAPs is crucial for developing effective …

Markovian arrival process parameter estimation with group data

H Okamura, T Dohi, KS Trivedi - IEEE/ACM Transactions on …, 2009 - ieeexplore.ieee.org
This paper addresses a parameter estimation problem of Markovian arrival process (MAP).
In network traffic measurement experiments, one often encounters the group data where …

Trace data characterization and fitting for Markov modeling

G Casale, EZ Zhang, E Smirni - Performance Evaluation, 2010 - Elsevier
We propose a trace fitting algorithm for Markovian Arrival Processes (MAPs) that can capture
statistics of any order of interarrival times between measured events. By studying real traffic …

A cold standby repairable system with working vacations and vacation interruption following Markovian arrival process

B Liu, L Cui, Y Wen, J Shen - Reliability Engineering & System Safety, 2015 - Elsevier
This paper studies a cold standby repairable system with working vacations and vacation
interruptions. The repairman׳ s multiple vacation, the working vacation policy and the …

Multi-class Markovian arrival processes and their parameter fitting

P Buchholz, P Kemper, J Kriege - Performance Evaluation, 2010 - Elsevier
Markovian arrival processes are a powerful class of stochastic processes to represent
stochastic workloads that include autocorrelation in performance or dependability modeling …

Performance Evaluation of the Priority Multi-Server System MMAP/PH/M/N Using Machine Learning Methods

V Vishnevsky, V Klimenok, A Sokolov, A Larionov - Mathematics, 2021 - mdpi.com
In this paper, we present the results of a study of a priority multi-server queuing system with
heterogeneous customers arriving according to a marked Markovian arrival process …

KPC-toolbox: Simple yet effective trace fitting using markovian arrival processes

G Casale, EZ Zhang, E Smirni - 2008 Fifth International …, 2008 - ieeexplore.ieee.org
We present the KPC-Toolbox, a collection of MATLAB scripts for fitting workload traces into
Markovian arrival processes (MAPs) in an automatic way. We first present detailed sensitivity …

A refined EM algorithm for PH distributions

H Okamura, T Dohi, KS Trivedi - Performance Evaluation, 2011 - Elsevier
This paper proposes an improved computation method of maximum likelihood (ML)
estimation for phase-type (PH) distributions with a number of phases. We focus on the EM …

A Markovian canonical form of second-order matrix-exponential processes

L Bodrog, A Heindl, G Horváth, M Telek - European Journal of Operational …, 2008 - Elsevier
Besides the fact that–by definition–matrix-exponential processes (MEPs) are more general
than Markovian arrival processes (MAPs), only very little is known about the precise …

Efficient phase-type fitting with aggregated traffic traces

A Panchenko, A Thümmler - Performance Evaluation, 2007 - Elsevier
Approximating the empirical distribution of a measured data trace by a phase-type (PH)
distribution has significant applications in the analysis of stochastic models. For phase-type …