Automated discovery of process models from event logs: Review and benchmark

A Augusto, R Conforti, M Dumas… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Process mining allows analysts to exploit logs of historical executions of business processes
to extract insights regarding the actual performance of these processes. One of the most …

Process science in action: A literature review on process mining in business management

P Zerbino, A Stefanini, D Aloini - Technological Forecasting and Social …, 2021 - Elsevier
Process Mining is a new kind of Business Analytics and has emerged as a powerful family of
Process Science techniques for analysing and improving business processes. Although …

Conformance checking

J Carmona, B van Dongen, A Solti… - … : Springer.[Google Scholar], 2018 - Springer
A model is an artefact to represent a specific concept. It maps properties of the concept into
some abstract representation, driven by the purpose of the model. As such, models …

Discovering object-centric Petri nets

WMP van der Aalst, A Berti - Fundamenta informaticae, 2020 - content.iospress.com
Techniques to discover Petri nets from event data assume precisely one case identifier per
event. These case identifiers are used to correlate events, and the resulting discovered Petri …

Concurrency and objects matter! Disentangling the fabric of real operational processes to create digital twins

WMP van der Aalst - Theoretical Aspects of Computing–ICTAC 2021: 18th …, 2021 - Springer
Process mining dramatically changed the way we look at process models and operational
processes. Even seemingly simple processes like Purchase-to-Pay (P2P) and Order-to …

Foundations of process discovery

WMP van der Aalst - Process Mining Handbook, 2022 - Springer
Process discovery is probably the most interesting, but also most challenging, process
mining task. The goal is to take an event log containing example behaviors and create a …

[HTML][HTML] Automated discovery of business process simulation models from event logs

M Camargo, M Dumas, O González-Rojas - Decision Support Systems, 2020 - Elsevier
Business process simulation is a versatile technique to estimate the performance of a
process under multiple scenarios. This, in turn, allows analysts to compare alternative …

Object-centric process mining: unraveling the fabric of real processes

WMP van der Aalst - Mathematics, 2023 - mdpi.com
Traditional approaches for process modeling and process analysis tend to focus on one type
of object (also referred to as cases or instances), and each event refers to precisely one …

Directly follows-based process mining: Exploration & a case study

SJJ Leemans, E Poppe… - … Conference on Process …, 2019 - ieeexplore.ieee.org
Many organisations now seek to analyse and improve their processes using event logs from
various IT systems supporting their operations. Process mining aims to obtain insights from …

Conformance checking: foundations, milestones and challenges

J Carmona, B van Dongen, M Weidlich - Process mining handbook, 2022 - Springer
By relating observed and modelled behaviour, conformance checking unleashes the full
power of process mining. Techniques from this discipline enable the analysis of the quality …