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 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 …
representation of arrival and service processes is very important. Especially representations …
Trace data characterization and fitting for Markov modeling
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 …
statistics of any order of interarrival times between measured events. By studying real traffic …
Multi-class Markovian arrival processes and their parameter fitting
Markovian arrival processes are a powerful class of stochastic processes to represent
stochastic workloads that include autocorrelation in performance or dependability modeling …
stochastic workloads that include autocorrelation in performance or dependability modeling …
KPC-toolbox: Simple yet effective trace fitting using markovian arrival processes
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 …
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 …
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 …
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 …
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 …
(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
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 …
defined by the Markov arrival process. Service is provided to groups of requests. The …