Aspect Mining in Business Process Management
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Automatic discovery of process models from event logs is an important and promising area in Business Process Management. Process models document how business processes should be performed, so they capture different concerns related to business processes. Some of these concerns are not limited to one process model, and they are repeated in many others as well, called cross-cutting concerns. Although many works have been done to enable discovering different process models, there is no investigation about how models with cross-cutting concerns can be discovered from even logs. Therefore, this work proposes an approach to enable discovering these models from event logs. The investigation is performed based on a case-study from the banking domain. The result shows how these concerns hinder existing process discovery techniques, and how the proposed approach can solve the problem.
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Aspect Mining in Business Process Management
- 1. BIR 2014 – Lund, Sweden Amin Jalali 24/09/2014 1 Department of Computer and Systems Sciences, Stockholm University, Sweden
- 2. BIR 2014 – Lund, Sweden Process Mining 23/09/2014 2 ”World”, business processes, people, machines, components, organizations Software Systems Supports/Controls Event Logs records events, e.g. messages, transactions, etc. (Process) Models discover conformance enhancement models analysis Specifies Configure implements analysis
- 3. BIR 2014 – Lund, Sweden Cross-cutting concerns 23/09/2014 3 Transfer to Own account in the bank Transfer to Own account in the bank Issue a bank draft Traceability Auditing Deal for speculation Transfer Money Logging Change asset deal Security Cross-cutting concerns Core- Concerns Transfer Money Process Fill form Sign Transaction Transfer money Archive Information Notify Customer Detect fraud CRM Customer Automatic else else
- 4. BIR 2014 – Lund, Sweden Case Study 23/09/2014 4 Provide Swift Draft Sign Control Control Archive Archive Register Voucher Archive Voucher Send Swift Confirm Fill position Sheet Change Asset Deal G.M. Swift Dep. Emp. Dealing Dep. Dealer Chief Junior B.O. Empl. Office Emp. Fill DealSlip Make a Deal Receive MT300 Archive Control Sign Sign Sign Sign
- 5. BIR 2014 – Lund, Sweden What to mine? 23/09/2014 5
- 6. BIR 2014 – Lund, Sweden What to mine? 23/09/2014 6
- 7. BIR 2014 – Lund, Sweden How to mine? 23/09/2014 7 M D|N|E M D|N|E Cross-cutting Concerns Core-Concern M D|N|E rules M D|N|E Cross-cutting Concerns M D|N|E rules M D|N|E Core-Concern
- 8. BIR 2014 – Lund, Sweden Cross-Cutting concerns discovery 23/09/2014 8 M D|N|E Cross-cutting Concerns Issue a bank draft Traceability Auditing Deal for speculation Transfer Money Logging Change asset deal Security Cross-cutting concerns Core- Concerns
- 9. BIR 2014 – Lund, Sweden Cross-Cutting concerns discovery (2) 23/09/2014 9 Security Aspect Sign Sign Junior Dealer Sign Chief Dealer Sign G.M. Confirm G.M. Archive Office Emp. Confirm Control Back G.M. Office Emp. Control Control Archive Control Archive Junior Dealer M D|N|E Cross-cutting Concerns
- 10. BIR 2014 – Lund, Sweden Cross-Cutting concerns elimination 23/09/2014 10 M D|N|E Cross-cutting Concerns
- 11. BIR 2014 – Lund, Sweden Business process discovery 23/09/2014 11 M D|N|E Core-Concern
- 12. BIR 2014 – Lund, Sweden Relation discovery 23/09/2014 12 M D|N|E Core-Concern M D|N|E Cross-cutting Concerns M D|N|E rules
- 13. BIR 2014 – Lund, Sweden Relation discovery (2) 23/09/2014 13 Provide Swift Draft Register Voucher Archive Send Swift Fill position Sheet Change Asset Deal Dealing Dep. Swift Dep. Emp. Fill DealSlip Make a Deal Sign by Junior Dealer: After Sign by Chief Dealer: After Receive MT300 Control: After Confirm: After Junior Dealer Back Office Emp. M D|N|E rules
- 14. BIR 2014 – Lund, Sweden Result 23/09/2014 14 Provide Swift Draft Register Voucher Archive Send Swift Fill position Sheet Change Asset Deal Dealing Dep. Swift Dep. Emp. Fill DealSlip Make a Deal Sign by Junior Dealer: After Sign by Chief Dealer: After Receive MT300 Control: After Confirm: After Junior Dealer Back Office Emp. Security Aspect Sign Sign Junior Dealer Sign Chief Dealer Sign G.M. Confirm G.M. Archive Office Emp. Confirm Control Back G.M. Office Emp. Control Control Archive Control Archive Junior Dealer M D|N|E Core-Concern M D|N|E Cross-cutting Concerns M D|N|E rules
- 15. BIR 2014 – Lund, Sweden Future Works 23/09/2014 15
- 16. BIR 2014 – Lund, Sweden Related Areas 23/09/2014 16 Run and Adjust (Re) design Implement/configure Data-based analysis Model-based analysis
- 17. BIR 2014 – Lund, Sweden Conclusion 23/09/2014 17 M D|N|E Cross-cutting Concerns M D|N|E Core-Concern M D|N|E rules M D|N|E M D|N|E Cross-cutting Concerns Core-Concern M D|N|E rules
- 18. BIR 2014 – Lund, Sweden Questions 11/09/2013 18