Decomposed process mining: The ILP case

Lecture Notes in Business Information Processing

Volumn 202, Issue , 2015, Pages 264-276

  Verbeek, H M W ^a   van der Aalst, Wil M P ^a  

^a EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Big data; Conformance analysis; Decomposition; Process discovery

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; ALGORITHMS; DATA MINING; DECOMPOSITION; ENTERPRISE RESOURCE MANAGEMENT; INTEGER PROGRAMMING;

ADVANCED PROCESS; CONFORMANCE ANALYSIS; CONFORMANCE CHECKING; INTEGER LINEAR PROGRAMMING; OPERATIONAL PROCESS; ORDERS OF MAGNITUDE; PROCESS DISCOVERY; PROCESS MINING;

BIG DATA;

EID: 84929913780     PISSN: 18651348     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-319-15895-2_23     Document Type: Conference Paper

References (17)

1. Manyika, J., Chui, M., Brown, B., Bughin, J., Dobbs, R., Roxburgh, C., Byers, A.H.: Big Data: The Next Frontier for Innovation, Competition, and Productivity. Technical report, McKinsey Global Institute (2011)
2. Hilbert, M., López, P.: TheWorld's Technological Capacity to Store, Communicate, and Compute Information. Sci. 332(6025), 60-65 (2011)
3. van der Aalst, W.M.P.: Process Mining: Discovery, Conformance and Enhancement of Business Processes, 1st edn. Springer Publishing Company Incorporated, Heidelberg (2011)
4. van der Aalst, W.M.P., Rubin, V., Verbeek, H.M.W., van Dongen, B.F., Kindler, E., Günther, C.W.: Process mining: a two-step approach to balance between underfitting and overfitting. Softw. Syst. Model. 9(1), 87-111 (2010)
5. Bergenthum, R., Desel, J., Lorenz, R., Mauser, S.: Process mining based on regions of languages. In: Alonso, G., Dadam, P., Rosemann, M. (eds.) BPM 2007. LNCS, vol. 4714, pp. 375-383. Springer, Heidelberg (2007)
6. Solé, M., Carmona, J.: Process mining from a basis of state regions. In: Lilius, J., Penczek, W. (eds.) PETRI NETS 2010. LNCS, vol. 6128, pp. 226-245. Springer, Heidelberg (2010)
7. Carmona, J.A., Cortadella, J., Kishinevsky, M.: A region-based algorithm for discovering petri nets from event logs. In: Dumas, M., Reichert, M., Shan, M.-C. (eds.) BPM 2008. LNCS, vol. 5240, pp. 358-373. Springer, Heidelberg (2008)
8. van der Werf, J.M.E.M., van Dongen, B.F., Hurkens, C.A.J., Serebrenik, A.: Process Discovery using Integer Linear Programming. Fundam. Inform. 94(3-4), 387-412 (2009)
9. van der Aalst, W.M.P., Weijters, A.J.M.M., Maruster, L.: Workflow Mining: Discovering process models from event logs. IEEE Trans. Knowl. Data Eng. 16(9), 1128-1142 (2004)
10. Adriansyah, A., van Dongen, B.F., van der Aalst, W.M.P.: Conformance Checking using Cost-Based Fitness Analysis. In: Chi, C., Johnson, P., eds.: IEEE International Enterprise Computing Conference (EDOC 2011), pp. 55-64. IEEE Computer Society (2011)
11. Muñoz-Gama, J., Carmona, J.: A fresh look at precision in process conformance. In: Hull, R., Mendling, J., Tai, S. (eds.) BPM 2010. LNCS, vol. 6336, pp. 211-226. Springer, Heidelberg (2010)
12. Muñoz-Gama, J., Carmona, J.: Enhancing precision in Process Conformance: Stability, confidence and severity. In: CIDM, pp. 184-191. IEEE (2011)
13. Rozinat, A., van der Aalst, W.M.P.: Conformance checking of processes based on monitoring real behavior. Inf. Syst. 33(1), 64-95 (2008)
14. van der Aalst, W.M.P.: Decomposing Petri nets for process mining: A generic approach. Distrib. Parallel Databases 31(4), 471-507 (2013)
15. Verbeek, H.M.W., van der Aalst, W.M.P.: Decomposing Replay Problems: A Case Study. In: Moldt, D., (ed.) PNSE+ModPE. vol. 989 of CEUR Workshop Proceedings, CEUR-WS.org, pp. 219-235 (2013)
16. van der Wiel, T.: Process mining using integer linear programming. Master's thesis, Eindhoven University of Technology, Department of Mathematics and Computer Science (2010). http://alexandria.tue.nl/extra1/afstversl/wsk-i/wiel2010.pdf
17. van Dongen, B.F.: BPI Challenge 2012 (2012). http://dx.doi.org/10.4121/uuid: 3926db30-f712-4394-aebc-75976070e91f