Process Mining Workshops: ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021, Revised Selected Papers

This open-access book is a collection of revised selected papers from the International Workshops held at the Third International Conference on Process Mining, ICPM 2021, focusing on process mining research and practice. The papers cover various topics such as event data and behavioral analytics, leveraging machine learning in process mining, streaming analytics for process mining, process querying, manipulation, and intelligence, process-oriented data science for healthcare, and trust, privacy, and security in process analytics. The book includes one survey paper on the results of the XES 2.0 Workshop.

Format: Paperback / softback
Length: 410 pages
Publication date: 24 March 2022
Publisher: Springer Nature Switzerland AG

This open-access book is a compilation of revised selected papers presented at the Third International Conference on Process Mining (ICPM) 2021, which took place in Eindhoven, The Netherlands, from October 31 to November 4, 2021. The conference's central theme revolves around process mining research and practice, encompassing various aspects such as theory, algorithmic challenges, and practical applications. In addition to the main conference, co-located workshops served as platforms for fostering innovative research ideas. The present volume comprises 28 papers, meticulously reviewed and chosen from a total of 65 submissions. These papers originated from the following workshops:

Second International Workshop on Event Data and Behavioral Analytics (EDBA)
Second International Workshop on Leveraging Machine Learning in Process Mining (ML4PM)
Second International Workshop on Streaming Analytics for Process Mining (SA4PM)
Sixth International Workshop on Process Querying, Manipulation, and Intelligence (PQMI)
Fourth International Workshop on Process-Oriented Data Science for Healthcare (PODS4H)
Second International Workshop on Trust, Privacy, and Security in Process Analytics (TPSA)
Additionally, one survey paper on the outcomes of the XES 2.0 Workshop is included.

The ICPM 2021 conference aimed to bring together experts and researchers from around the world to explore the latest advancements and challenges in process mining. The conference featured a diverse range of topics, including data preprocessing, pattern discovery, process model validation, and application domains such as healthcare, logistics, and manufacturing. The workshops provided an opportunity for participants to share their research findings, exchange ideas, and collaborate on future research projects.

The selected papers in this book represent the state-of-the-art research in process mining and offer valuable insights into the field. The papers cover a wide range of topics, including event data analysis, machine learning techniques, streaming analytics, process querying, manipulation, and intelligence. The authors of these papers have made significant contributions to the development of process mining and have provided valuable insights into the potential applications of this technology in various industries.

The book is intended for researchers, practitioners, and students interested in process mining and its applications. It provides a comprehensive overview of the current state of the field and serves as a valuable reference for future research. The editors of the book have done an excellent job in organizing and presenting the papers, and the inclusion of survey papers on the results of the XES 2.0 Workshop adds an extra dimension to the book.

In conclusion, this open-access book is a valuable resource for anyone interested in process mining and its applications. The revised selected papers presented at the ICPM 2021 conference showcase the latest research and developments in the field, and the inclusion of workshops provides a forum for innovative research ideas. The book is a must-read for researchers, practitioners, and students interested in process mining and its potential to transform various industries.

Weight: 646g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030985806
Edition number: 1st ed. 2022