A Primer on Process Mining
Practical Skills with Python and Graphviz
Seiten
2017
|
1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-56426-5 (ISBN)
Springer International Publishing (Verlag)
978-3-319-56426-5 (ISBN)
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The main goal of this book is to explain the core ideas of process mining, and to demonstrate how they can be implemented using just some basic tools that are available to any computer scientist or data scientist. It describes how to analyze event logs in order to discover the behavior of real-world business processes. The end result can often be visualized as a graph, and the book explains how to use Python and Graphviz to render these graphs intuitively. Overall, it enables the reader to implement process mining techniques on his or her own, independently of any specific process mining tool. An introduction to two popular process mining tools, namely Disco and ProM, is also provided.
The book will be especially valuable for self-study or as a precursor to a more advanced text. Practitioners and students will be able to follow along on their own, even if they have no prior knowledge of the topic. After reading this book, they will be able to more confidently proceed to the research literature if needed.
The book will be especially valuable for self-study or as a precursor to a more advanced text. Practitioners and students will be able to follow along on their own, even if they have no prior knowledge of the topic. After reading this book, they will be able to more confidently proceed to the research literature if needed.
Diogo R. Ferreira is Professor of Information Systems at the University of Lisbon, where he specializes on process mining, data analysis, and systems integration. He has been recognized several times for his pedagogical approach while teaching those subjects to computer science and other engineering students. He has supervised about thirty graduate students, and is the author of numerous publications. He has a particular interest in understanding processes (just about any kind of process) from the analysis of real-world event data.
Event Logs.- Control-Flow Perspective.- Organizational Perspective.- Performance perspective.- Process Mining in Practice.
| Erscheinungsdatum | 13.07.2017 |
|---|---|
| Reihe/Serie | SpringerBriefs in Information Systems |
| Zusatzinfo | VIII, 96 p. 37 illus., 15 illus. in color. |
| Verlagsort | Cham |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Gewicht | 174 g |
| Themenwelt | Mathematik / Informatik ► Mathematik ► Finanz- / Wirtschaftsmathematik |
| Wirtschaft ► Betriebswirtschaft / Management | |
| Schlagworte | Business & Management • business and management • Business Intelligence • Business & Management • business mathematics & systems • Business mathematics & systems • business process management • Computer appl. in administrative data processing • Graphviz • Information Retrieval • information systems • information systems applications (incl. internet) • Information technology: general issues • Internet Searching • Process Mining • public administration • Python |
| ISBN-10 | 3-319-56426-9 / 3319564269 |
| ISBN-13 | 978-3-319-56426-5 / 9783319564265 |
| Zustand | Neuware |
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