On process mining in health care

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn , Issue , 2012, Pages 1859-1864

  Kaymak, Uzay ^a   Mans, Ronny ^a   Van De Steeg, Tim ^a   Dierks, Meghan ^b  

^a EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

^b HARVARD MEDICAL SCHOOL   (United States)

Author keywords

clinical processes; Healthcare; process mining

Indexed keywords

CARE PROCESS; CLINICAL PROCESS; COMPLEX MODEL; PROCESS IMPROVEMENT; PROCESS MINING; PROCESS MODEL; PROCESS MODELING;

CYBERNETICS; HEALTH CARE; MINING; OPTIMIZATION;

DATA MINING;

EID: 84872418869     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2012.6378009     Document Type: Conference Paper

References (28)

1. M. Stefanelli, "Knowledge and Process Management in Health Care Organizations," Methods Inf Med, vol. 43, pp. 525-535, 2004. (Pubitemid 40040337)
2. W. Aalst, Process Mining: Discovery, Conformance and Enhancement of Business Processes. Springer-Verlag, Berlin, 2011.
3. R. Mans, M. Schonenberg, M. Song, W. van der Aalst, and P. Bakker, "Application of Process Mining in Healthcare : a Case Study in a Dutch Hospital," in Biomedical engineering systems and technologies (International Joint Conference, BIOSTEC 2008, Funchal, Madeira, Portugal, January 28-31, 2008, Revised Selected Papers), ser. Communications in Computer and Information Science, A. Fred, J. Filipe, and H. Gamboa, Eds., vol. 25. Springer-Verlag, Berlin, 2009, pp. 425-438.
4. L. T. Ramos, "Healthcare Process Analysis : Validation and Improvements of a Data-based Method using Process Mining and Visual Analytics,"Master's thesis, Eindhoven University of Technology, Eindhoven, 2009.
5. R. P. J. C. Bose, "Process Mining in the Large: Preprocessing, Discovery, and Diagnostics," Ph.D. dissertation, Eindhoven University of Technology, May 2012.
6. A. Rebuge and D. Ferreira, "Business Process Analysis in Healthcare Environments: A Methodology Based on Process Mining," Information Systems, vol. 37, no. 2, 2012.
7. M. Dumas, W. Aalst, and A. Hofstede, Process-Aware Information Systems: Bridging People and Software through Process Technology. Wiley & Sons, 2005.
8. W. Aalst, B. van Dongen, J. Herbst, L. Maruster, G. Schimm, and A. Weijters, "Workflow Mining: A Survey of Issues and Approaches,"Data and Knowledge Engineering, vol. 47, no. 2, pp. 237-267, 2003.
9. L. Wen, J. Wang, W. van der Aalst, B. Huang, and J. Sun, "A Novel Approach for Process Mining Based on Event Types," Journal of Intelligent Information Systems, vol. 32, no. 2, pp. 163-190, 2009.
10. J. van der Werf, B. van Dongen, C. Hurkens, and A. Serebrenik, "Process Discovery using Integer Linear Programming," Fundamentae Informaticae, vol. 94, no. 3-4, pp. 387-412, 2009.
11. B. Dongen and W. Aalst, "Multi-Phase Process Mining: Building Instance Graphs," in International Conference on Conceptual Modeling (ER 2004), ser. Lecture Notes in Computer Science, P. Atzeni, W. Chu, H. Lu, S. Zhou, and T. Ling, Eds., vol. 3288. Springer-Verlag, Berlin, 2004, pp. 362-376.
12. R. Agrawal, D. Gunopulos, and F. Leymann, "Mining Process Models from Workflow Logs," in Sixth International Conference on Extending Database Technology, 1998, pp. 469-483.
13. A. Datta, "Automating the Discovery of As-Is Business Process Models: Probabilistic and Algorithmic Approaches," Information Systems Research, vol. 9, no. 3, pp. 275-301, 1998.
14. P. Diniz and D. Ferreira, "Automatic Extraction of Process Control Flow from I/O Operations," in Proceedings of the Business Process Management 6th International Conference, BPM 2008, Milan, Italy, September 2-4, 2008, ser. Lecture Notes in Computer Science, M. Dumas, M. Reichert, and M.-C. Shan, Eds., vol. 5240. Springer-Verlag, Berlin, 2008.
15. L. T. Ly, S. Rinderle, P. Dadam, and M. Reichert, "Mining Staff Assignment Rules from Event-Based Data," in Business Process Management 2005 Workshops, ser. Lecture Notes in Computer Science, C. B. et al., Ed., vol. 3812. Springer-Verlag, Berlin, 2006, pp. 177-190.
16. M. Song and W. van der Aalst, "Towards Comprehensive Support for Organizational Mining," Decision Support Systems, vol. 46, no. 1, pp. 300-317, 2008.
17. -, "Supporting Proces Mining by Showing Events at a Glance,"in Proceedings of the Seventeenth Annual Workshop on Information Technologies and Systems (WITS 2007), K. Chari and A. Kumar, Eds., 2007, pp. 139-145.
18. A. Rozinat, R. Mans, M. Song, and W. van der Aalst, "Discovering Simulation Models," Information Systems, vol. 34, no. 3, pp. 305-327, 2009.
19. A. Rozinat and W. van der Aalst, "Conformance Checking of Processes Based on Monitoring Real Behavior," Information Systems, vol. 33, pp. 64-95, 2008. (Pubitemid 350051578)
20. W. van der Aalst, A. Adriansyah, and B. van Dongen, "Replaying History on Process Models for Conformance Checking and Performance Analysis," WIREs Data Mining and Knowledge Discovery, vol. 2, no. 2, pp. 182-192, 2012.
21. R. Lenz and M. Reichert, "IT Support for Healthcare Processes - Premises, Challenges, Perspectives," Data and Knowledge Engineering, vol. 61, pp. 49-58, 2007.
22. R. Mans, W. van der Aalst, N. Russell, and P. Bakker, "Flexibility Schemes for Workflow Management Systems," in Proceedings of the 2nd International Workshop on Process-Oriented Information Systems in Healthcare: ProHealth'08, ser. Lecture Notes in Business Information Processing, vol. 17, 2008, pp. 361-372.
23. J. Zhou, "Process mining : Acquiring Objective Process Information for Healthcare Process Management with the CRISP-DM Framework,"Master's thesis, Eindhoven University of Technology, Eindhoven, 2009.
24. S. Gupta, "Workflow and Process Mining in Healthcare," Master's thesis, Eindhoven University of Technology, Eindhoven, 2007.
25. R. Mans, M. Schonenberg, G. Leonardi, S. Panzarasa, S. Quaglini, and W. van der Aalst, "Process Mining Techniques : An Application to Stroke Care," in eHealth Beyond the Horizon - Get IT There (Proceedings 21st International Congress of the European Federation for Medical Informatics, MIE 2008, ser. Studies in Health Technology and Informatics, S. A. et al., Ed., vol. 136. IOS Press, 2008, pp. 573-578.
26. J. Poelmans, G. Dedene, G. Verheyden, H. van der Mussele, S. Viaene, and E. Peters, "Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways," in Advances IN Data Mining Applications AND Theoretical Aspects, ser. Lecture Notes in Computer Science, P. Perner, Ed., vol. 6171. Springer-Verlag, Berlin, 2010, pp. 505-517.
27. L. Perimal-Lewis, S. Qin, C. Thompson, and P. Hakendorf, "Gaining Insight from Patient Journey Data using a Process-Oriented Analysis Approach,"in HIKM 2012, ser. CRPIT, K. Butler-Henderson and K. Gray, Eds., vol. 129. Australian Computer Society, Inc., 2012, pp. 59-66.
28. P. Riemers, "Process Improvement in Healthcare : a Data-based Method using a Combination of Process Mining and Visual Analytics," Master's thesis, Eindhoven University of Technology, Eindhoven, 2009.