Process Mining

Beschreibung

More and more information about business processes is recorded by information systems in the form of so-called “event logs”. Despite the omnipresence of such data, most organizations diagnose problems based on fiction rather than facts. Process mining is an emerging discipline based on process model-driven approaches and data mining. It not only allows organizations to fully benefit from the information stored in their systems, but it can also be used to check the conformance of processes, detect bottlenecks, and predict execution problems.Wil van der Aalst delivers the first book on process mining. It aims to be self-contained while covering the entire process mining spectrum from process discovery to operational support. In Part I, the author provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Part II focuses on process discovery as the most important process mining task. Part III moves beyond discovering the control flow of processes and highlights conformance checking, and organizational and time perspectives. Part IV guides the reader in successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM. Finally, Part V takes a step back, reflecting on the material presented and the key open challenges.Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.
The first to cover this missing link between data mining and process modeling, this book provides real-world techniques for monitoring and analyzing processes in real time. It is a powerful new tool destined to play a key role in business process management.
More and more information about business processes is recorded by information systems in the form of so-called “event logs”. Despite the omnipresence of such data, most organizations diagnose problems based on fiction rather than facts. Process mining is an emerging discipline based on process model-driven approaches and data mining. It not only allows organizations to fully benefit from the information stored in their systems, but it can also be used to check the conformance of processes, detect bottlenecks, and predict execution problems.Wil van der Aalst delivers the first book on process mining. It aims to be self-contained while covering the entire process mining spectrum from process discovery to operational support. In Part I, the author provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Part II focuses on process discovery as the most important process mining task. Part III moves beyond discovering the control flow of processes and highlights conformance checking, and organizational and time perspectives. Part IV guides the reader in successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM. Finally, Part V takes a step back, reflecting on the material presented and the key open challenges.Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.
First book on process mining, bridging the gap between business process modeling and business intelligenceWritten by one of the most influential and most-cited computer scientists and the best-known BPM researcherSelf-contained and comprehensive overview for a broad audience in academia and industryThe reader can put process mining into practice immediately due to the applicability of the techniques and the availability of the open-source process mining software ProM

Autor*in

Wil M. P. van der Aalst

Themen in »Process Mining«

Business Information Systems Business Intelligence Business Process Management Data Mining Workflow Management

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“This book is a good basis for a solid university course at the level of master education and post-graduate education. It presents the results of more than ten years of research in the area of process mining and its applications. … I would definitely recommend this inspirational book for research students of universities.” (Ella Roubtsova, Amazon.com, June, 2015)“Based on decade-long research on process mining at the Eindhoven University of Technology in the Netherlands, van der Aalst presents in this book the purpose, role, methods, and tools of process mining. … It is best suited for mathematically mature graduate students and researchers. BPM practitioners need to study this book, too, because it introduces crucial business process improvement, conformance, and optimization concepts.” (Don Chand, Computing Reviews, September, 2011)
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