Thesis Details

Získávání znalostí z obchodních procesů

Master's Thesis Student: Skácel Jan Academic Year: 2014/2015 Supervisor: Bartík Vladimír, Ing., Ph.D.
English title
Business Process Mining
Language
Czech
Abstract

This thesis explains business process mining and it's principles. A substantial part is devoted to the problems of process discovery. Further, based on the analysis of specific manufacturing process are proposed three methods that are trying to identify shortcomings in the process. First discovers the manufacturing process and renders it into a graph. The second method uses simulator of production history to obtain products that may caused delays in the process. Acquired data are used to mine frequent itemsets. The third method tries to predict processing time on the selected workplace using asociation rules. Last two mentioned methods employ an algorithm Frequent Pattern Growth. The knowledge obtained from this thesis improve efficiency of the manufacturing process and enables better production planning.

Keywords

Business process, process mining, Frequent Pattern Growth, frequent itemsets, simulation of production history, clasification, association rules.

Department
Department of Information Systems FIT BUT
Degree Programme
Information Technology, Field of Study Bioinformatics and Biocomputing
Files
Status
defended, grade B
Date
24 June 2015
Reviewer
Kreslíková Jitka, doc. RNDr., CSc.
Committee
Sekanina Lukáš, prof. Ing., Ph.D. (DCSY FIT BUT), předseda
Bartík Vladimír, Ing., Ph.D. (DIFS FIT BUT), člen
Holík Lukáš, doc. Mgr., Ph.D. (DITS FIT BUT), člen
Martínek Tomáš, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Šaloun Petr, doc. RNDr., Ph.D. (VŠB-TUO), člen
Zbořil František, doc. Ing., Ph.D. (DITS FIT BUT), člen
Citation
SKÁCEL, Jan. Získávání znalostí z obchodních procesů. Brno, 2015. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2015-06-24. Supervised by Bartík Vladimír. Available from: https://www.fit.vut.cz/study/thesis/17412/
BibTeX 
@mastersthesis{FITMT17412,
    author = "Jan Sk\'{a}cel",
    type = "Master's thesis",
    title = "Z\'{i}sk\'{a}v\'{a}n\'{i} znalost\'{i} z obchodn\'{i}ch proces\r{u}",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2015,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/17412/"
}

Theses

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