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09/18/2023
A Discussion on Generalization in Next-Activity Prediction
Next activity prediction aims to forecast the future behavior of running...
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04/13/2023
Quantifying and Explaining Machine Learning Uncertainty in Predictive Process Monitoring: An Operations Research Perspective
This paper introduces a comprehensive, multi-stage machine learning meth...
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04/12/2023
Communicating Uncertainty in Machine Learning Explanations: A Visualization Analytics Approach for Predictive Process Monitoring
As data-driven intelligent systems advance, the need for reliable and tr...
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08/18/2022
Towards Automated Process Planning and Mining
AI Planning, Machine Learning and Process Mining have so far developed i...
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05/19/2022
Breathing Life into Models: The Next Generation of Enterprise Modeling
Edsger W. Dijkstra has frequently suggested building a "firewall" betwee...
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04/26/2022
Discrete models of continuous behavior of collective adaptive systems
Artificial ants are "small" units, moving autonomously around on a share...
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03/17/2022
Towards Axiomatic Foundations for Conceptual Modeling: An Example
Conceptual modeling is a strongly interdisciplinary field of research. A...
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03/17/2022
Modellieren mit Heraklit: Prinzipien und Fallstudie
Heraklit is an ongoing research program and development project aimed at...
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02/03/2022
Modularization, Composition, and Hierarchization of Petri Nets with Heraklit
It is known for decades that computer-based systems cannot be understood...
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02/02/2022
Systems Mining with Heraklit: The Next Step
We suggest systems mining as the next step after process mining. Systems...
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06/15/2021
Multivariate Business Process Representation Learning utilizing Gramian Angular Fields and Convolutional Neural Networks
Learning meaningful representations of data is an important aspect of ma...
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01/22/2021
A systematic literature review on state-of-the-art deep learning methods for process prediction
Process mining enables the reconstruction and evaluation of business pro...
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09/29/2020
Modelling service-oriented systems and cloud services with Heraklit
Modern and next generation digital infrastructures are technically based...
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09/22/2020
Local Post-Hoc Explanations for Predictive Process Monitoring in Manufacturing
This study proposes an innovative explainable process prediction solutio...
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09/04/2020