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

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 …

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 …

Filtering out infrequent behavior from business process event logs

R Conforti, M La Rosa… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In the era of “big data”, one of the key challenges is to analyze large amounts of data
collected in meaningful and scalable ways. The field of process mining is concerned with the …

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 …

Time series data imputation: A survey on deep learning approaches

C Fang, C Wang - arXiv preprint arXiv:2011.11347, 2020 - arxiv.org
Time series are all around in real-world applications. However, unexpected accidents for
example broken sensors or missing of the signals will cause missing values in time series …

Improving process discovery results by filtering outliers using conditional behavioural probabilities

MF Sani, SJ van Zelst, WMP Van Der Aalst - … Workshops: BPM 2017 …, 2018 - Springer
Process discovery, one of the key challenges in process mining, aims at discovering process
models from process execution data stored in event logs. Most discovery algorithms assume …

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 …

Conformance checking over uncertain event data

M Pegoraro, MS Uysal, WMP van der Aalst - Information Systems, 2021 - Elsevier
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 process …

Mining uncertain event data in process mining

M Pegoraro, WMP van der Aalst - … International Conference on …, 2019 - ieeexplore.ieee.org
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 …