62 citations · 101 across the 7 of their papers we have counts for
7 papers
Process Mining Model to Predict Mortality in Paralytic Ileus Patients
Maryam Pishgar, Martha Razo, Julian Theis +1
Paralytic Ileus (PI) patients are at high risk of death when admitted to the Intensive care unit (ICU), with mortality as high as 40\%. There is minimal research concerning PI pati…
Masking Neural Networks Using Reachability Graphs to Predict Process Events
Julian Theis, Houshang Darabi
Decay Replay Mining is a deep learning method that utilizes process model notations to predict the next event. However, this method does not intertwine the neural network with the…
On the Performance Analysis of the Adversarial System Variant Approximation Method to Quantify Process Model Generalization
Julian Theis, Ilia Mokhtarian, Houshang Darabi
Process mining algorithms discover a process model from an event log. The resulting process model is supposed to describe all possible event sequences of the underlying system. Gen…
Adversarial System Variant Approximation to Quantify Process Model Generalization
Julian Theis, Houshang Darabi
In process mining, process models are extracted from event logs using process discovery algorithms and are commonly assessed using multiple quality dimensions. While the metrics th…
Process Mining of Programmable Logic Controllers: Input/Output Event Logs
Julian Theis, Ilia Mokhtarian, Houshang Darabi
This paper presents an approach to model an unknown Ladder Logic based Programmable Logic Controller (PLC) program consisting of Boolean logic and counters using Process Mining tec…
Decay Replay Mining to Predict Next Process Events
Julian Theis, Houshang Darabi
In complex processes, various events can happen in different sequences. The prediction of the next event given an a-priori process state is of importance in such processes. Recent…
Behavioral Petri Net Mining and Automated Analysis for Human-Computer Interaction Recommendations in Multi-Application Environments
Julian Theis, Houshang Darabi
Process Mining is a famous technique which is frequently applied to Software Development Processes, while being neglected in Human-Computer Interaction (HCI) recommendation applica…