Object-Centric Process Mining: Moving from 2D to 3D Analytics [Keynote Wil vd Aalst at IEEE CiSt'23]
Keynote by Wil van der Aalst for the 7th IEEE Conference on Information Science and Technology will be held within the IEEE CiSt’2023 international congress the week of 16th - 22nd December 2023, Agadir - Essaouira, Morocco.
Abstract:
Companies struggle with the complexity of their processes, and data are often scattered over many tables in different systems. In the past, automation initiatives often failed because complexity was underestimated, and it is impossible to simply replace systems based on high-level process diagrams. The same complexity makes it difficult to apply Machine Learning (ML) and Artificial Intelligence (AI). Yet, organizations urgently need to address their execution gaps: What do organizations expect, and what are they realistically capable of today? These gaps and their root causes can be made visible using process mining. Process Mining is currently the most concrete technology to support the vision embodied by terms such as Hyperautomation and Digital Twin of an Organization (DTO). Process mining helps to focus automation, ML, and AI initiatives. The keynote demonstrates the advantages of Object-Centric Process Mining (OOPM). By considering multiple object types at the same time, it is possible to get a three-dimensional view of the processes in an organization.
Short Bio:
Prof.dr.ir. Wil van der Aalst is a full professor at RWTH Aachen University, leading the Process and Data Science (PADS) group. He is also the Chief Scientist at Celonis, part-time affiliated with the Fraunhofer FIT, and a member of the Board of Governors of Tilburg University. His research interests include process mining, Petri nets, business process management, workflow management, process modeling, and process analysis. Wil van der Aalst has published over 900 articles and books. According to Research.com, he is the highest-ranked computer scientist in Germany and ranked 10th worldwide. According to Google Scholar, he has an H-index of 177 and more than 140.000 citations. Van der Aalst is an IFIP Fellow, IEEE Fellow, ACM Fellow, and received honorary degrees from the Moscow Higher School of Economics (Prof. h.c.), Tsinghua University, and Hasselt University (Dr. h.c.). He is also an elected member of the Royal Netherlands Academy of Arts and Sciences, the Royal Holland Society of Sciences and Humanities, the Academy of Europe, the North Rhine-Westphalian Academy of Sciences, Humanities and the Arts, and the German Academy of Science and Engineering. In 2018, he was awarded an Alexander-von-Humboldt Professorship.
#processmining #processmanagement #objectcentricprocessmining #rainbowspaghetti #concurrency #llm #genai #ML
Abstract:
Companies struggle with the complexity of their processes, and data are often scattered over many tables in different systems. In the past, automation initiatives often failed because complexity was underestimated, and it is impossible to simply replace systems based on high-level process diagrams. The same complexity makes it difficult to apply Machine Learning (ML) and Artificial Intelligence (AI). Yet, organizations urgently need to address their execution gaps: What do organizations expect, and what are they realistically capable of today? These gaps and their root causes can be made visible using process mining. Process Mining is currently the most concrete technology to support the vision embodied by terms such as Hyperautomation and Digital Twin of an Organization (DTO). Process mining helps to focus automation, ML, and AI initiatives. The keynote demonstrates the advantages of Object-Centric Process Mining (OOPM). By considering multiple object types at the same time, it is possible to get a three-dimensional view of the processes in an organization.
Short Bio:
Prof.dr.ir. Wil van der Aalst is a full professor at RWTH Aachen University, leading the Process and Data Science (PADS) group. He is also the Chief Scientist at Celonis, part-time affiliated with the Fraunhofer FIT, and a member of the Board of Governors of Tilburg University. His research interests include process mining, Petri nets, business process management, workflow management, process modeling, and process analysis. Wil van der Aalst has published over 900 articles and books. According to Research.com, he is the highest-ranked computer scientist in Germany and ranked 10th worldwide. According to Google Scholar, he has an H-index of 177 and more than 140.000 citations. Van der Aalst is an IFIP Fellow, IEEE Fellow, ACM Fellow, and received honorary degrees from the Moscow Higher School of Economics (Prof. h.c.), Tsinghua University, and Hasselt University (Dr. h.c.). He is also an elected member of the Royal Netherlands Academy of Arts and Sciences, the Royal Holland Society of Sciences and Humanities, the Academy of Europe, the North Rhine-Westphalian Academy of Sciences, Humanities and the Arts, and the German Academy of Science and Engineering. In 2018, he was awarded an Alexander-von-Humboldt Professorship.
#processmining #processmanagement #objectcentricprocessmining #rainbowspaghetti #concurrency #llm #genai #ML
همه توضیحات ...