Skip to main content
Top

2021 | OriginalPaper | Chapter

PROVED: A Tool for Graph Representation and Analysis of Uncertain Event Data

Authors : Marco Pegoraro, Merih Seran Uysal, Wil M. P. van der Aalst

Published in: Application and Theory of Petri Nets and Concurrency

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The discipline of process mining aims to study processes in a data-driven manner by analyzing historical process executions, often employing Petri nets. Event data, extracted from information systems (e.g. SAP), serve as the starting point for process mining. Recently, novel types of event data have gathered interest among the process mining community, including uncertain event data. Uncertain events, process traces and logs contain attributes that are characterized by quantified imprecisions, e.g., a set of possible attribute values. The PROVED tool helps to explore, navigate and analyze such uncertain event data by abstracting the uncertain information using behavior graphs and nets, which have Petri nets semantics. Based on these constructs, the tool enables discovery and conformance checking.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
5.
go back to reference Bergenthum, R., Desel, J., Lorenz, R., Mauser, S.: Synthesis of petri nets from scenarios with viptool. In: van Hee, K.M., Valk, R. (eds.) Bergenthum, R., Desel, J., Lorenz, R., Mauser, S.: Synthesis of Petri nets from scenarios with VipTool. In: International Conference on Applications and Theory of Petri Nets. pp. 388–398. Springer (2008). LNCS, vol. 5062, pp. 388–398. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-68746-7_25CrossRefMATH Bergenthum, R., Desel, J., Lorenz, R., Mauser, S.: Synthesis of petri nets from scenarios with viptool. In: van Hee, K.M., Valk, R. (eds.) Bergenthum, R., Desel, J., Lorenz, R., Mauser, S.: Synthesis of Petri nets from scenarios with VipTool. In: International Conference on Applications and Theory of Petri Nets. pp. 388–398. Springer (2008). LNCS, vol. 5062, pp. 388–398. Springer, Heidelberg (2008). https://​doi.​org/​10.​1007/​978-3-540-68746-7_​25CrossRefMATH
6.
go back to reference Berthomieu, B., Diaz, M.: Modeling and verification of time dependent systems using time Petri nets. IEEE Trans. Software Eng. 17(3), 259 (1991)MathSciNetCrossRef Berthomieu, B., Diaz, M.: Modeling and verification of time dependent systems using time Petri nets. IEEE Trans. Software Eng. 17(3), 259 (1991)MathSciNetCrossRef
7.
go back to reference Berti, A., van Zelst, S.J., van der Aalst, W.M.P.: Process mining for python (PM4Py): bridging the gap between process and data science. In: ICPM Demo Track (CEUR 2374), pp. 13–16 (2019) Berti, A., van Zelst, S.J., van der Aalst, W.M.P.: Process mining for python (PM4Py): bridging the gap between process and data science. In: ICPM Demo Track (CEUR 2374), pp. 13–16 (2019)
8.
go back to reference Carmona, J., Cortadella, J., Kishinevsky, M.: Genet: a tool for the synthesis and mining of Petri nets. In: 2009 Ninth International Conference on Application of Concurrency to System Design, pp. 181–185. IEEE (2009) Carmona, J., Cortadella, J., Kishinevsky, M.: Genet: a tool for the synthesis and mining of Petri nets. In: 2009 Ninth International Conference on Application of Concurrency to System Design, pp. 181–185. IEEE (2009)
10.
go back to reference Hagberg, A., Swart, P., S Chult, D.: Exploring network structure, dynamics, and function using NetworkX. Technical report, Los Alamos National Lab. (LANL), Los Alamos, NM (United States) (2008) Hagberg, A., Swart, P., S Chult, D.: Exploring network structure, dynamics, and function using NetworkX. Technical report, Los Alamos National Lab. (LANL), Los Alamos, NM (United States) (2008)
11.
go back to reference Marsan, M.A., Balbo, G., Conte, G., Donatelli, S., Franceschinis, G.: Modelling with generalized stochastic Petri nets. ACM SIGMETRICS Perform. Eval. Rev. 26(2), 2 (1998)CrossRef Marsan, M.A., Balbo, G., Conte, G., Donatelli, S., Franceschinis, G.: Modelling with generalized stochastic Petri nets. ACM SIGMETRICS Perform. Eval. Rev. 26(2), 2 (1998)CrossRef
12.
go back to reference Pegoraro, M., van der Aalst, W.M.P.: Mining uncertain event data in process mining. In: 2019 International Conference on Process Mining (ICPM), pp. 89–96. IEEE (2019) Pegoraro, M., van der Aalst, W.M.P.: Mining uncertain event data in process mining. In: 2019 International Conference on Process Mining (ICPM), pp. 89–96. IEEE (2019)
14.
go back to reference Pegoraro, M., Uysal, M.S., van der Aalst, W.M.P.: Conformance checking over uncertain event data. arXiv preprint - arXiv:2009.14452 (2020) Pegoraro, M., Uysal, M.S., van der Aalst, W.M.P.: Conformance checking over uncertain event data. arXiv preprint - arXiv:​2009.​14452 (2020)
15.
go back to reference Pegoraro, M., Uysal, M.S., van der Aalst, W.M.P.: Efficient time and space representation of uncertain event data. Algorithms 13(11), 285–312 (2020)MathSciNetCrossRef Pegoraro, M., Uysal, M.S., van der Aalst, W.M.P.: Efficient time and space representation of uncertain event data. Algorithms 13(11), 285–312 (2020)MathSciNetCrossRef
Metadata
Title
PROVED: A Tool for Graph Representation and Analysis of Uncertain Event Data
Authors
Marco Pegoraro
Merih Seran Uysal
Wil M. P. van der Aalst
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-76983-3_24

Premium Partner