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Process Mining Handbook, 2022
- Wil M. P. van der Aalst, Josep Carmona:
Process Mining Handbook. Lecture Notes in Business Information Processing 448, Springer 2022, ISBN 978-3-031-08847-6
Introduction
- Wil M. P. van der Aalst:
Process Mining: A 360 Degree Overview. 3-34
Process Discovery
- Wil M. P. van der Aalst:
Foundations of Process Discovery. 37-75 - Adriano Augusto, Josep Carmona, Eric Verbeek:
Advanced Process Discovery Techniques. 76-107 - Claudio Di Ciccio, Marco Montali:
Declarative Process Specifications: Reasoning, Discovery, Monitoring. 108-152
Conformance Checking
- Josep Carmona, Boudewijn F. van Dongen, Matthias Weidlich:
Conformance Checking: Foundations, Milestones and Challenges. 155-190
Data Preprocessing
- Jochen De Weerdt, Moe Thandar Wynn:
Foundations of Process Event Data. 193-211 - Rafael Accorsi, Julian Lebherz:
A Practitioner's View on Process Mining Adoption, Event Log Engineering and Data Challenges. 212-240
Process Enhancement and Monitoring
- Massimiliano de Leoni:
Foundations of Process Enhancement. 243-273 - Dirk Fahland:
Process Mining over Multiple Behavioral Dimensions with Event Knowledge Graphs. 274-319 - Chiara Di Francescomarino, Chiara Ghidini:
Predictive Process Monitoring. 320-346
Assorted Process Mining Topics
- Andrea Burattin:
Streaming Process Mining. 349-372 - Felix Mannhardt:
Responsible Process Mining. 373-401
Industrial Perspective and Applications
- Lars Reinkemeyer:
Status and Future of Process Mining: From Process Discovery to Process Execution. 405-415 - Niels Martin, Nils Wittig, Jorge Munoz-Gama:
Using Process Mining in Healthcare. 416-444 - Mieke Jans, Marc Eulerich:
Process Mining for Financial Auditing. 445-467 - Marlon Dumas, Marcello La Rosa, Volodymyr Leno, Artem Polyvyanyy, Fabrizio Maria Maggi:
Robotic Process Mining. 468-491
Closing
- Wil M. P. van der Aalst, Josep Carmona:
Scaling Process Mining to Turn Insights into Actions. 495-502
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