Discovering block-structured process models from event logs-a constructive approach

SJJ Leemans, D Fahland… - Application and Theory of …, 2013 - Springer
Process discovery is the problem of, given a log of observed behaviour, finding a process
model that 'best'describes this behaviour. A large variety of process discovery algorithms …

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 …

Discovering block-structured process models from incomplete event logs

SJJ Leemans, D Fahland… - Application and Theory of …, 2014 - Springer
One of the main challenges in process mining is to discover a process model describing
observed behaviour in the best possible manner. Since event logs only contain example …

Scalable process discovery and conformance checking

SJJ Leemans, D Fahland… - Software & Systems …, 2018 - Springer
Considerable amounts of data, including process events, are collected and stored by
organisations nowadays. Discovering a process model from such event data and verification …

[BOOK][B] Petri net synthesis

E Badouel, L Bernardinello, P Darondeau - 2015 - Springer
Eric Badouel · Luca Bernardinello Philippe Darondeau Page 1 Texts in Theoretical Computer
Science An EATCS Series Petri Net Synthesis Eric Badouel · Luca Bernardinello Philippe …

Advanced process discovery techniques

A Augusto, J Carmona, E Verbeek - Process mining handbook, 2022 - Springer
Given the challenges associated to the process discovery task, more than a hundred
research studies addressed the problem over the past two decades. Despite the richness of …

A process mining algorithm to mixed multiple-concurrency short-loop structures

HW Sun, W Liu, L Qi, YY Du, X Ren, XY Liu - Information Sciences, 2021 - Elsevier
Process mining is a technique that can discover and enhance business processes by
extracting knowledge from the event logs generated in information systems. A mixed …

Discovering petri nets from event logs

WMP Van Der Aalst, BF Van Dongen - … on Petri nets and other models of …, 2013 - Springer
As information systems are becoming more and more intertwined with the operational
processes they support, multitudes of events are recorded by today's information systems …

May i take your order? On the interplay between time and order in process mining

WMP van der Aalst, L Santos - International Conference on Business …, 2021 - Springer
Process mining starts from event data. The ordering of events is vital for the discovery of
process models. However, the timestamps of events may be unreliable or imprecise. To …

Discovering hybrid process models with bounds on time and complexity: When to be formal and when not?

WMP van der Aalst, R De Masellis… - Information Systems, 2023 - Elsevier
Discovering process models from event data is a highly relevant, but also a notoriously
difficult, problem. Therefore, it is unsurprising that the biggest share of process mining …