Detail publikace

Process Mining in a Manufacturing Company for Predictions and Planning

POSPÍŠIL, M. MATES, V. HRUŠKA, T. BARTÍK, V.

Originální název

Process Mining in a Manufacturing Company for Predictions and Planning

Typ

článek v časopise - ostatní, Jost

Jazyk

angličtina

Originální abstrakt

Simulation can be used for analysis, prediction and optimization of business processes. Nevertheless, process models often differ from reality. Data mining techniques can be used to improve these models based on observations of a process and resource behavior from detailed event logs. More accurate process models can be used not only for analysis and optimization, but also for prediction and recommendation as well. This paper analyses process models in a manufacturing company and its historical performance data. Based on the observation, a simulation model can be created and used for analysis, prediction, planning and for dynamic optimization. Focus of this paper is in different data mining problems that cannot be solved easily by well-known approaches like Regression Tree.

Klíčová slova

business process simulation, business process intelligence, data mining, process mining, prediction, optimization, recommendation, association rules, genetic algorithms.

Autoři

POSPÍŠIL, M.; MATES, V.; HRUŠKA, T.; BARTÍK, V.

Rok RIV

2013

Vydáno

31. 12. 2013

ISSN

1942-2628

Periodikum

International Journal on Advances in Software

Ročník

2013

Číslo

3

Stát

Spojené státy americké

Strany od

283

Strany do

297

Strany počet

16

URL

http://www.thinkmind.org/index.php?view=article&articleid=soft_v6_n34_2013_6

BibTex

@article{BUT106393,
  author="Milan {Pospíšil} and Vojtěch {Mates} and Tomáš {Hruška} and Vladimír {Bartík}",
  title="Process Mining in a Manufacturing Company for Predictions and Planning",
  journal="International Journal on Advances in Software",
  year="2013",
  volume="2013",
  number="3",
  pages="283--297",
  issn="1942-2628",
  url="http://www.thinkmind.org/index.php?view=article&articleid=soft_v6_n34_2013_6"
}