A probabilistic approach for process mining in incomplete and noisy logs

IMECS 2011 - International MultiConference of Engineers and Computer Scientists 2011

Volumn 1, Issue , 2011, Pages 415-420

  Farkhady, Roya Zareh ^a   Aali, Seyyed Hasan ^a  

^a ISLAMIC AZAD UNIVERSITY   (Iran)

Author keywords

Incomplete; Log; Noisy; Probabilistic; Process mining

Indexed keywords

INCOMPLETE; LOG; NOISY; PROBABILISTIC; PROCESS MINING;

COMPUTER SCIENCE; ENGINEERS; MINING; PETRI NETS;

DATA MINING;

EID: 79960617184     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. W.M.P. van der Aalst, B.F. van Dongen, J. Herbst, L. Maruster, G. Schimm, A.J.M.M. Weijters, "Workflow mining: a survey of issues and approaches", Data and Knowledge Engineering, 2003.
2. W.Aalst,. van der, & Weijters, A. "Process mining: A research agenda". Computers in Industry, 2004.
3. A.J.M.M. Weijters W.M.P van der Aalst, "Process Mining Discovering Workflow Models from Event-Based Data", springer, 2000.
4. A.J.M.M. Weijters, W.M.P. van der Aalst, and A.K. Alves de Medeiros, "Process Mining with the HeuristicsMiner Algorithm", 2006.
5. A.K.A. de Medeiros, A.J.M.M. Weijters, and W.M.P. van der Aalst. "Genetic Process Mining: A Basic Approach and its Challenges", Springer, 2006.
6. W.M.P. van der Aalst and A.J.M.M. Weijters, editors, "Process Mining: Special Issue of Computers in Industry", Elsevier Science Publishers Amsterdam, 2004.
7. R.Silva, J.Zhang, G. Shanahan, "Probabilistic Workflow Mining", ACM, 2005.
8. J. Herbst and K. Karagiannis. "Workflow mining with InWoLvE". Computers and Industry, 2004.
9. R. Bergenthum, J.Desel, R.Lorenz, and S. Mauser, "Process Mining Based on Regions of Languages", Proceedings of the 5th International Conference on Business Process Management, 2007.
10. B. van Dongen, N. Busi, G. Pinna, and W. van der Aalst. "An iterative algorithm for applying the theory of regions in process mining". Technical Report Beta rapport, 2007.
11. R.Bergenthum, R. Lorenz, S.Mauser, "Towards Applicability of Language Based Synthesis for Process Mining", Proceedings of the 5th International Conference on Business Process Management, 2007.
12. W. M. P. Aalst, C. W. GÄunther, "Finding Structure in Unstructured Processes: The Case for Process Mining.", In: Proceedings of the 7th International Conference on Application of Concurrency to System Design (ACSD), 2007.
13. R. Bergenthum, J.Desel, R.Lorenz, and S. Mauser, "Experimental Results on Process Mining Based on Regions of Languages", ICATPN, LNCS. 2008.
14. J. van der Werf B. van Dongen, C. Hurkens, and A. Serebrenik, "Process discovery using integer linear programming", ICATPN, LNCS, 2008.
15. Process mining group eindhoven technical university: Prom-homepage. http://is.tm.tue.nl/cgunther/dev/prom/.
16. Z.Huang, A.Kumar, "A Study of Process Mining: Quality and Accuracy Tradeoffs", Proceedings of the 4th Workshop on Business Process Intelligence, 2007.
17. W. M. P. van der, H. A. Reijers, A. J. M. M. Weijters, B. F. van Dongen, A. K. A. de Medeiros, M.Song and H. M. W. Verbeek, "Business process mining: An industrial application", Information Systems, 2007.
18. L. Mǎruşter, A. J. M. M. T. Weijters, W. M. P. van der Aalst and A. van den Bosch, "A rule-based approach for process discovery: Dealing with noise and imbalance in process logs", Data Mining and Knowledge Discovery", 2006.
19. rd Workshop on Business Process Intelligence, 2007.
20. B.F. van Dongen and W.M.P. van der Aalst. "EMiT: A process mining tool". International Conference on Applications and Theory of Petri Nets, Springer-Verlag, 2004
21. J. Herbst and D. Karagiannis. "Workow mining with inwolve". Computers in Industry, 2004.
22. A.K. Alves de Medeiros. "Genetic Process Mining". PhD thesis, Eindhoven, University of Technology, Eindhoven, The Netherlands, 2006.