Conformance Checking and Diagnosis in Process Mining

from 1-Alignment.- 9.5 Summary.- 10 Alternative and Variants to Handle non-Fitness.- 10.1 Precision from All-Alignment.- 10.2 Precision from Representative-Alignment.- 10.3 Abstractions for the Precision based on Alignments.- 10.3.1 Abstraction on the Order.- 10.3.2 Abstraction on the Direction.- 10.4 Summary.- 11 Handling non-Fitness in Practice.- 11.1 The University Case: The Exchange Process.- 11.2 Experimental Results.- Part III Decomposition in Conformance Checking.- 12 Decomposing Conformance Checking. -12.1 Introduction.- 12.2 Single-Entry Single-Exit and Refined Process Structure Tree.- 12.3 Decomposing Conformance Checking using SESEs.- 12.4 Summary.- 13 Decomposing for Fitness Checking.- 13.1 Introduction.- 13.2 Bridging a Valid Decomposition.- 13.3 Decomposition with invisible/duplicates.- 13.4 Summary.- 14 Decomposing Conformance Checking in Practice.- 14.1 The Bank Case: The Transaction Process.- 14.2 Experimental Results.- 15 Diagnosing Conformance.- 15.1 Introduction.- 15.2 Topological Conformance Diagnosis.- 15.3 Multi-level Conformance Diagnosis and its Applications.- 15.3.1 Stand-alone Checking.- 15.3.2 Multi-Level Analysis.- 15.3.3 Filtering.- 15.4 Experimental Results.- 15.5 Summary.- 16 Data-aware Processes and Alignments.- 16.1 Introduction.- 16.2 Data-aware Processes.- 16.2.1 Petri nets with Data.- 16.2.2 Event Logs and Relating Models to Event Logs.- 16.2.3 Data Alignments.- 16.3 Summary.- 17 Decomposing Data-aware Conformance.- 17.1 Introduction.- 17.2 Valid Decomposition of Data-aware Models.- 17.3 SESE-based Strategy for a Valid Decomposition.- 17.4 Implementation and Experimental Results.- 17.5 Summary.- 18 Event-based Real-time Decomposed Conformance Checking.- 18.1 Introduction.- 18.2 Event-based Real-time Decomposed Conformance.- 18.2.1 Model and Log Decomposition.- 18.2.2 Event-based Heuristic Replay.- 18.3 Experimental Results.- 18.4 Summary.- Part IV Conclusions and Future Work.- 19 Conclusions.- 19.1 Conclusion and Reflection.-19.2 Summary of Contributions.- 19.3 Challenges and Directions for Future Work.- References.