Recent research advances on interactive machine learning

L Jiang, S Liu, C Chen - Journal of Visualization, 2019 - Springer
Interactive machine learning (IML) is an iterative learning process that tightly couples a
human with a machine learner, which is widely used by researchers and practitioners 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 …

A novel directional and non-local-convergent particle swarm optimization based workflow scheduling in cloud–edge environment

Y Xie, Y Zhu, Y Wang, Y Cheng, R Xu, AS Sani… - Future Generation …, 2019 - Elsevier
With the increasing popularity of Internet of Things (IoT), edge computing has become the
key driving force to provide computing resources, storage and network services closer to 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 …

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 …

Robust Process Mining with Guarantees.

SJJ Leemans - BPM (Dissertation/Demos/Industry), 2018 - Springer
Due to the omnipresence of digitally supported processes and storage facilities nowadays,
plenty of organisational data is available in the typical organisation. Process mining aims to …

Normative requirements for regulatory compliance: An abstract formal framework

M Hashmi, G Governatori, MT Wynn - Information Systems Frontiers, 2016 - Springer
By definition, regulatory rules (in legal context called norms) intend to achieve specific
behaviour from business processes, and might be relevant to the whole or part of a business …

Mining invisible tasks in non-free-choice constructs

Q Guo, L Wen, J Wang, Z Yan, PS Yu - International Conference on …, 2015 - Springer
The discovery of process models from event logs (ie process mining) has emerged as one of
the crucial challenges for enabling the continuous support in the life-cycle of a process …

Simplifying discovered process models in a controlled manner

D Fahland, WMP Van Der Aalst - Information Systems, 2013 - Elsevier
Process models discovered from a process log using process mining tend to be complex
and have problems balancing between overfitting and underfitting. An overfitting model …

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 …