Apriori and sequence analysis for discovering declarative process models

Proceedings - 2016 IEEE 20th International Enterprise Distributed Object Computing Conference, EDOC 2016

Volumn , Issue , 2016, Pages 50-58

  Kala, Taavi ^a   Maggi, Fabrizio Maria ^a   Di Ciccio, Claudio ^b   Di Francescomarino, Chiara ^c  

^a UNIVERSITY OF TARTU   (Estonia)

^b VIENNA UNIVERSITY OF ECONOMICS AND BUSINESS   (Austria)

^c FONDAZIONE BRUNO KESSLER   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

MODELING LANGUAGES;

APRIORI ALGORITHMS; DECLARATIVE MODELS; DECLARATIVE PROCESS MODELS; PRIOR INFORMATION; PROCESS DISCOVERY; PROCESS MINING; PROCESS MODELING; SEQUENCE ANALYSIS;

MINERS;

EID: 84994443291     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EDOC.2016.7579378     Document Type: Conference Paper

References (23)

1. W. M. P. Van Der Aalst, Process Mining: Discovery, Conformance and Enhancement of Business Processes. Springer, 2011
2. W. M. P. v. d. Aalst and, et al, "Process mining manifesto," in BPM 2011 Workshops, Part I, vol. 99. Springer-Verlag, 2012, pp. 169-194
3. S. Zugal, J. Pinggera, and B. Weber, "The impact of testcases on the maintainability of declarative process models," in BMMDS/EMMSAD, 2011, pp. 163-177
4. P. Pichler, B. Weber, S. Zugal, J. Pinggera, J. Mendling, and H. A. Reijers, "Imperative versus declarative process modeling languages: An empirical investigation," in BPM Workshops, 2011, pp. 383-394
5. W. M. P. Van Der Aalst, M. Pesic, and H. Schonenberg, "Declarative workflows: Balancing between flexibility and support," Computer Science-R&D, vol. 23, no. 2, pp. 99-113, 2009
6. M. Pesic, "Constraint-Based Workflow Management Systems: Shifting Control to Users," Ph.D. dissertation, TU/e, 2008
7. F. M. Maggi, R. P. J. C. Bose, and W. M. P. Van Der Aalst, "Efficient discovery of understandable declarative process models from event logs," in CAiSE, 2012, pp. 270-285
8. R. Agrawal and R. Srikant, "Fast algorithms for mining association rules in large databases," in VLDB. Morgan Kaufmann, 1994, pp. 487-499
9. H. A. Reijers, T. Slaats, and C. Stahl, "Declarative modeling-an academic dream or the future for BPM?" in BPM 2013, 2013, vol. 8094, pp. 307-322
10. M. Montali, M. Pesic, W. M. P. Van Der Aalst, F. Chesani, P. Mello, and S. Storari, "Declarative Specification and Verification of Service Choreographies," ACM Transactions on the Web, vol. 4, no. 1, 2010
11. O. Kupferman and M. Y. Vardi, "Vacuity detection in temporal model checking." in CHARME 1999, vol. 1703, 1999, pp. 82-96
12. A. Burattin, F. Maggi, W. Van Der Aalst, and A. Sperduti, "Techniques for a posteriori analysis of declarative processes," in EDOC 2012, 2012, pp. 41-50
13. C. Di Ciccio, M. L. Bernardi, M. Cimitile, and F. M. Maggi, "Generating event logs through the simulation of Declare models," in EOMAS, 2015
14. C. Di Ciccio, M. Mecella, and J. Mendling, "The effect of noise on mined declarative constraints," in Data-Driven Process Discovery and Analysis, 2015, vol. 203, pp. 1-24
15. B. Van Dongen, "BPI challenge 2012," 2012. [Online]. Available: http://dx.doi.org/10.4121/uuid:3926db30-f712-4394-aebc-75976070e91f
16. W. Steeman;, "BPI challenge 2013, closed problems," 2013. [Online]. Available: http://dx.doi.org/10.4121/uuid:c2c3b154-ab26-4b31-a0e8-8f2350ddac11
17. B. Van Dongen;, "BPI challenge 2014," 2014. [Online]. Available: http://dx.doi.org/10.4121/uuid:c3e5d162-0cfd-4bb0-bd82-af5268819c35
18. E. Bellodi, F. Riguzzi, and E. Lamma, "Probabilistic declarative process mining," in KSEM 2010, vol. 6291, 2010, pp. 292-303
19. E. Bellodi, F. Riguzzi, and E. Lamma, "Probabilistic logic-based process mining," in CILC2010, vol. 598, 2010
20. F. Chesani, E. Lamma, P. Mello, M. Montali, F. Riguzzi, and S. Storari, "Exploiting inductive logic programming techniques for declarative process mining," ToPNoC II, vol. 5460, pp. 278-295, 2009
21. C. Di Ciccio and M. Mecella, "Mining artful processes from knowledge workers' emails," IEEE Internet Computing, vol. 17, no. 5, pp. 10-20, September 2013
22. C. Di Ciccio and M. Mecella, "On the discovery of declarative control flows for artful processes," ACM Trans. Manage. Inf. Syst., vol. 5, no. 4, pp. 24:1-24:37, January 2015
23. F. M. Maggi, A. Burattin, M. Cimitile, and A. Sperduti, "Online process discovery to detect concept drifts in ltl-based declarative process models," in OTM 2013 Conferences, 2013, vol. 8185, pp. 94-111