Event log preprocessing for process mining: a review

HM Marin-Castro, E Tello-Leal - Applied Sciences, 2021 - mdpi.com
Process Mining allows organizations to obtain actual business process models from event
logs (discovery), to compare the event log or the resulting process model in the discovery …

Conformance checking: a state-of-the-art literature review

S Dunzer, M Stierle, M Matzner, S Baier - Proceedings of the 11th …, 2019 - dl.acm.org
Conformance checking is a set of process mining functions that compare process instances
with a given process model. It identifies deviations between the process instances' actual …

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 based on multi-perspective declarative process models

A Burattin, FM Maggi, A Sperduti - Expert systems with applications, 2016 - Elsevier
Process mining is a family of techniques that aim at analyzing business process execution
data recorded in event logs. Conformance checking is a branch of this discipline embracing …

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 …

[PDF][PDF] Multi-perspective process mining

F Mannhardt - 2018 - research.tue.nl
This thesis is about process mining: the analysis an organization's processes by using
process execution data. During the handling of a case or process instance data about the …

On the discovery of declarative control flows for artful processes

CD Ciccio, M Mecella - ACM Transactions on Management Information …, 2015 - dl.acm.org
Artful processes are those processes in which the experience, intuition, and knowledge of
the actors are the key factors in determining the decision making. They are typically carried …

Automated planning for business process management

A Marrella - Journal on data semantics, 2019 - Springer
Abstract Business Process Management (BPM) is a central element of today's organizations.
Over the years, its main focus has been the support of business processes (BPs) in highly …

An alignment-based framework to check the conformance of declarative process models and to preprocess event-log data

M De Leoni, FM Maggi, WMP Van Der Aalst - Information Systems, 2015 - Elsevier
Process mining can be seen as the “missing link” between data mining and business
process management. The lion's share of process mining research has been devoted to the …

Process mining techniques in business environments

A Burattin - Lecture Notes in Business Information Processing, 2015 - Springer
This book encompasses a revised version of the Ph. D. dissertation, written by the author, at
the Mathematics Department of the University of Padua (Italy), and at the Computer Science …