43 citations · 181 across the 31 of their papers we have counts for
7 papers · 1 filter
Probabilistic and Non-Deterministic Event Data in Process Mining: Embedding Uncertainty in Process Analysis Techniques
Marco Pegoraro
Process mining is a subfield of process science that analyzes event data collected in databases called event logs. Recently, novel types of event data have become of interest due t…
Process Mining on Uncertain Event Data
Marco Pegoraro
With the widespread adoption of process mining in organizations, the field of process science is seeing an increase in the demand for ad-hoc analysis techniques of non-standard eve…
Probability Estimation of Uncertain Process Trace Realizations
Marco Pegoraro, Bianka Bakullari, Merih Seran Uysal +1
Process mining is a scientific discipline that analyzes event data, often collected in databases called event logs. Recently, uncertain event logs have become of interest, which co…
Text-Aware Predictive Monitoring of Business Processes
Marco Pegoraro, Merih Seran Uysal, David Benedikt Georgi +1
The real-time prediction of business processes using historical event data is an important capability of modern business process monitoring systems. Existing process prediction met…
PROVED: A Tool for Graph Representation and Analysis of Uncertain Event Data
Marco Pegoraro, Merih Seran Uysal, Wil M. P. van der Aalst
The discipline of process mining aims to study processes in a data-driven manner by analyzing historical process executions, often employing Petri nets. Event data, extracted from…
Conformance Checking over Uncertain Event Data
Marco Pegoraro, Merih Seran Uysal, Wil M. P. van der Aalst
The strong impulse to digitize processes and operations in companies and enterprises have resulted in the creation and automatic recording of an increasingly large amount of proces…
Mining Uncertain Event Data in Process Mining
Marco Pegoraro, Wil M. P. van der Aalst
Nowadays, more and more process data are automatically recorded by information systems, and made available in the form of event logs. Process mining techniques enable process-centr…