Process mining techniques and applications–A systematic mapping study

C dos Santos Garcia, A Meincheim, ERF Junior… - Expert Systems with …, 2019 - Elsevier
Process mining is a growing and promising study area focused on understanding processes
and to help capture the more significant findings during real execution rather than, those …

Outcome-oriented predictive process monitoring: Review and benchmark

I Teinemaa, M Dumas, ML Rosa… - ACM Transactions on …, 2019 - dl.acm.org
Predictive business process monitoring refers to the act of making predictions about the
future state of ongoing cases of a business process, based on their incomplete execution …

Predictive monitoring of business processes: a survey

AE Márquez-Chamorro, M Resinas… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Nowadays, process mining is becoming a growing area of interest in business process
management (BPM). Process mining consists in the extraction of information from the event …

Business process management: Don't forget to improve the process!

WMP Van Der Aalst, M La Rosa, FM Santoro - Business & Information …, 2016 - Springer
Over the last decade business process management (BPM) has become a mature
discipline, with a well-established set of principles, methods and tools that combine …

Predictive process monitoring methods: Which one suits me best?

C Di Francescomarino, C Ghidini, FM Maggi… - … conference on business …, 2018 - Springer
Predictive process monitoring has recently gained traction in academia and is maturing also
in companies. However, with the growing body of research, it might be daunting for data …

Complex symbolic sequence encodings for predictive monitoring of business processes

A Leontjeva, R Conforti, C Di Francescomarino… - … Conference, BPM 2015 …, 2015 - Springer
This paper addresses the problem of predicting the outcome of an ongoing case of a
business process based on event logs. In this setting, the outcome of a case may refer for …

Prescriptive process monitoring: Quo vadis?

K Kubrak, F Milani, A Nolte, M Dumas - PeerJ Computer Science, 2022 - peerj.com
Prescriptive process monitoring methods seek to optimize a business process by
recommending interventions at runtime to prevent negative outcomes or address poorly …

Intra and inter-case features in predictive process monitoring: A tale of two dimensions

A Senderovich, C Di Francescomarino… - … Conference, BPM 2017 …, 2017 - Springer
Predictive process monitoring is concerned with predicting measures of interest for a
running case (eg, a business outcome or the remaining time) based on historical event logs …

Predictive business process monitoring with structured and unstructured data

I Teinemaa, M Dumas, FM Maggi… - … Conference, BPM 2016 …, 2016 - Springer
Predictive business process monitoring is concerned with continuously analyzing the events
produced by the execution of a business process in order to predict as early as possible the …

Triggering proactive business process adaptations via online reinforcement learning

A Metzger, T Kley, A Palm - International Conference on Business Process …, 2020 - Springer
Proactive process adaptation can prevent and mitigate upcoming problems during process
execution by using predictions about how an ongoing case will unfold. There is an important …