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Publications

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  1. Janina Schneider; Daniel Lukats; Elmar Berghöfer; Iring Paulenz; Lars Nolle; Frederic Theodor Stahl; Jochen Wollschläger

    On the Importance of Domain Knowledge for Real-Time Event Detection

    In: OCEANS 2024 - Singapore. OCEANS MTS/IEEE Conference (OCEANS-2024), April 15-18, Singapore, Singapore, Pages 1-6, IEEE Xplore, Piscataway Township, New Jersey, 11/2024.

  2. Daniel Lukats; Oliver Zielinski; Axel Hahn; Frederic Theodor Stahl

    A benchmark and survey of fully unsupervised concept drift detectors on real-world data streams

    In: International Journal of Data Science and Analytics, Vol. 18, No. 3, Pages 1-31, Springer Nature, Switzerland, 8/2024.

  3. Daniel Lukats; Frederic Theodor Stahl

    On Reproducible Implementations in Unsupervised Concept Drift Detection Algorithms Research

    In: Artificial Intelligence XL - SGAI 2023, International Conference on Innovative Techniques and Applications of Artificial Intelligence. SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence (AI-2023), December 12-14, Cambridge, United Kingdom, Pages 204-209, Lecture Notes in Computer Science (LNCS, volume 14381), Vol. 14381, Springer Nature Switzerland AG, Basel, 11/2023.

  4. Iring Paulenz; Daniel Lukats; Janina Schneider; Elmar Berghöfer; Frederic Theodor Stahl; Lars Nolle; Oliver Zielinski

    Anforderungsanalyse für ein System zur automatisierten Ereignisdetektion in marinen Umgebunge

    In: Umweltinformationssysteme - Vielfalt, Offenheit, Komplexität - Tagungsband des 29. Workshop "Umweltinformationssysteme" (UIS 2022)" des Arbeitskreises "Umweltinformationssysteme" der Fachgruppe "Informatik im Umweltschutz" der Gesellschaft für Inform. Workshop des Arbeitskreises "Umweltinformationssysteme" (UIS-2022), March 22, Germany, Pages 149-165, ISBN 978-3-658-39795-1, Springer Vieweg, Wiesbaden, 3/2023.

  5. Daniel Lukats; Elmar Berghöfer; Frederic Theodor Stahl; Janina Schneider; Daniela Pieck; Mobin M. Idrees; Lars Nolle; Oliver Zielinski

    Towards Concept Change Detection in Marine Ecosystems

    In: OCEANS 2021: San Diego – Porto. OCEANS MTS/IEEE Conference (OCEANS-2021), September 20-23, USA, Pages 1-10, IEEE Xplore Digital Library, USA, 2021.