7 papers
Breathing Life into Models: The Next Generation of Enterprise Modeling
Peter Fettke, Wolfgang Reisig
Edsger W. Dijkstra has frequently suggested building a "firewall" between the technology- and application-side of computer science. His justification: The methods to attack the com…
Towards Axiomatic Foundations for Conceptual Modeling: An Example
Peter Fettke, Wolfgang Reisig
Conceptual modeling is a strongly interdisciplinary field of research. Although numerous proposals for axiomatic foundations of the main ideas of the field exist, there is still a…
Modularization, Composition, and Hierarchization of Petri Nets with Heraklit
Peter Fettke, Wolfgang Reisig
It is known for decades that computer-based systems cannot be understood without a concept of modularization and decomposition. We suggest a universal, expressive, intuitively attr…
Multivariate Business Process Representation Learning utilizing Gramian Angular Fields and Convolutional Neural Networks
Peter Pfeiffer, Johannes Lahann, Peter Fettke
Learning meaningful representations of data is an important aspect of machine learning and has recently been successfully applied to many domains like language understanding or com…
A systematic literature review on state-of-the-art deep learning methods for process prediction
Dominic A. Neu, Johannes Lahann, Peter Fettke
Process mining enables the reconstruction and evaluation of business processes based on digital traces in IT systems. An increasingly important technique in this context is process…
Modelling service-oriented systems and cloud services with Heraklit
Peter Fettke, Wolfgang Reisig
Modern and next generation digital infrastructures are technically based on service oriented structures, cloud services, and other architectures that compose large systems from sma…