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 …

Object-centric process mining: Dealing with divergence and convergence in event data

WMP van der Aalst - Software Engineering and Formal Methods: 17th …, 2019 - Springer
Process mining techniques use event data to answer a variety of process-related questions.
Process discovery, conformance checking, model enhancement, and operational support …

ProcessGAN: Supporting the creation of business process improvement ideas through generative machine learning

C van Dun, L Moder, W Kratsch, M Röglinger - Decision Support Systems, 2023 - Elsevier
Business processes are a key driver of organizational success, which is why business
process improvement (BPI) is a central activity of business process management. Despite an …

The state-of-the-art of business process mining challenges

H R'bigui, C Cho - International Journal of Business Process …, 2017 - inderscienceonline.com
Business process mining is a new method that amalgamates business process modelling
and analysis with data mining and machine learning techniques, whereby knowledge from …

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 …

[PDF][PDF] Declarative Process Specifications: Reasoning, Discovery, Monitoring.

C Di Ciccio, M Montali - Process mining handbook, 2022 - library.oapen.org
The declarative specification of business processes is based upon the elicitation of
behavioural rules that constrain the legal executions of the process. The carry-out of the …

Declarative process mining in healthcare

M Rovani, FM Maggi, M De Leoni… - Expert Systems with …, 2015 - Elsevier
Clinical guidelines aim at improving the quality of care processes through evidence-based
insights. However, there may be good reasons to deviate from such guidelines or the …

An eye into the future: leveraging a-priori knowledge in predictive business process monitoring

C Di Francescomarino, C Ghidini, FM Maggi… - … Conference, BPM 2017 …, 2017 - Springer
Predictive business process monitoring aims at leveraging past process execution data to
predict how ongoing (uncompleted) process executions will unfold up to their completion …

Resolving inconsistencies and redundancies in declarative process models

C Di Ciccio, FM Maggi, M Montali, J Mendling - Information Systems, 2017 - Elsevier
Declarative process models define the behaviour of business processes as a set of
constraints. Declarative process discovery aims at inferring such constraints from event logs …

Monitoring business constraints with the event calculus

M Montali, FM Maggi, F Chesani, P Mello… - ACM transactions on …, 2014 - dl.acm.org
Today, large business processes are composed of smaller, autonomous, interconnected
subsystems, achieving modularity and robustness. Quite often, these large processes …