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Applying Process Mining in real problems
Details
In this book, an automatic technique to identify potential causes of failures in business processes by extending Process Mining algorithms is proposed. Initially, in our technique, the original event log is filtered into two logs, the former with successful cases and the latter with failed cases. Then, behavioral patterns are extracted from both event logs using the Performance Sequence Diagram Analysis algorithm, which was selected because it considers both control flow (the order in which activities are performed) and time (tasks' duration and waiting times between tasks) features. Another important feature of this algorithm is that process's data is not lost, allowing -in a later comparison- to apply Data Mining classification techniques to find data patterns that could explain certain failures in the process. Finally, both sets of patterns are compared using a method that we have called Behavioral Pattern Conformance. The differences found represent potential causes of failures in business processes.
Autorentext
I was born in Arequipa, a beautiful city on the south of Peru. I studied my PhD at Pontificia Universidad Católica from Chile. My topics of interest are: Process Mining, Data Mining, Business Process Management and Information Systems.I am a professor at Santa María Catholic University, teaching: BPM, Business Intelligence and Data Bases.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783659651335
- Genre Information Technology
- Anzahl Seiten 144
- Größe H220mm x B150mm x T8mm
- Jahr 2017
- EAN 9783659651335
- Format Kartonierter Einband
- ISBN 978-3-659-65133-5
- Veröffentlichung 28.08.2017
- Titel Applying Process Mining in real problems
- Autor Guillermo Enrique Calderón Ruiz
- Untertitel Finding the source of failures
- Gewicht 233g
- Herausgeber Editorial Académica Española
- Sprache Englisch