A novel approach for phase-type fitting with the EM algorithm

A Thummler, P Buchholz… - IEEE Transactions on …, 2006 - ieeexplore.ieee.org
The representation of general distributions or measured data by phase-type distributions is
an important and nontrivial task in analytical modeling. Although a large number of different …

An EM-algorithm for MAP fitting from real traffic data

P Buchholz - … Evaluation. Modelling Techniques and Tools: 13th …, 2003 - Springer
For model based analysis of computer and telecommunication systems an appropriate
representation of arrival and service processes is very important. Especially representations …

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 …

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 …

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 …

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 …

A novel approach for fitting probability distributions to real trace data with the EM algorithm

A Thummler, P Buchholz… - … on Dependable Systems …, 2005 - ieeexplore.ieee.org
The representation of general distributions or measured data by phase-type distributions is
an important and non-trivial task in analytical modeling. Although a large number of different …

Fitting correlated arrival and service times and related queueing performance

P Buchholz, J Kriege - Queueing Systems, 2017 - Springer
In this paper, we consider a queue where the inter-arrival times are correlated and,
additionally, service times are also correlated with inter-arrival times. We show that the …

A heuristic approach for fitting MAPs to moments and joint moments

P Buchholz, J Kriege - … on the quantitative evaluation of systems, 2009 - ieeexplore.ieee.org
Fitting of the parameters of a Phase Type (PH) distribution or a Markovian Arrival Process
(MAP) according to some quantities of measured data streams is still a challenge. This …

Analysis of a multi-server queue with group service and service time dependent on the size of a group as a model of a delivery system

S Dudin, O Dudina - Mathematics, 2023 - mdpi.com
In this paper, we consider a multi-server queue with a finite buffer. Request arrivals are
defined by the Markov arrival process. Service is provided to groups of requests. The …