#Machine Learning

In Machine Learning, artificial systems learn from experience – similar to humans. This technology can be used in various applications in research and practice, for example to analyse medical data or fend off IT attacks.

Projects

ImmBild - Location Assessment by Computer Vision

Location is key – especially when it comes to real estate value. “ImmBild” aims at developing a new method for estimating property value using computer vision of satellite data.

EnergyNetworkSec

Developing methods and techniques to detect cyber-attacks on digitized distribution networks of electrical power enhancing its reliability and resilience.

Josef Ressel Center for Unified Threat Intelligence on Targeted Attacks (TARGET)

The Josef Ressel Center for Unified Threat Intelligence on Targeted Attacks (TARGET) is a research institution operated by the St. Pölten University of Applied Sciences. Its mission is to explore nov...

Publications

Dahnert, M., Rind, A., Aigner, W., & Kehrer, J. (2019). Looking beyond the horizon: Evaluation of four compact visualization techniques for time series in a spatial context. ArXiv:1906.07377 [Cs].
Despotovic, M., Koch, D., Leiber, S., Döller, M., Sakeena, M., & Zeppelzauer, M. (2019). Prediction and Analysis of Heating Energy Demand and Year of Construction for Detached Houses by Computer Vision. Energy & Buildings, 193, 29–35. https://doi.org/10.1016/j.enbuild.2019.03.036
Luh, R., Schramm, G., Wagner, M., Janicke, H., & Schrittwieser, S. (2018). SEQUIN: a grammar inference framework for analyzing malicious system behavior. Journal of Computer Virology and Hacking Techniques, 01–21. https://doi.org/10.1007/s11416-018-0318-x
Zeppelzauer, M. (2018, January). Ultrasonic Communication Risks and Chances of a Novel Technology. Invited talk presented at the Netzpolitischer Abend, Wien, Austria.
Niederer, C., Blumenstein, K., Wagner, M., Emrich, S., & Aigner, W. (2018). Visualizing Text Data in Space and Time to Augment a Political News Broadcast on a Second Screen. In 9th International Conference on Information Visualization Theory and Applications (IVAPP 2018). Madeira: SCITEPRESS.
Zeppelzauer, M., Despotovic, M., Sakeena, M., Koch, D., & Döller, M. (2018). Automatic Prediction of Building Age from Photographs. In Proceedings of the 2018 ACM International Conference on Multimedia Retrieval - ICMR "18 (pp. 126–134). Yokohama, Japan: ACM Press. https://doi.org/10.1145/3206025.3206060
Zeppelzauer, M. (2018). Automatic Prediction of Building Age from Photographs. Yokohama, Japan.
Wagner, M., Slijepcevic, D., Horsak, B., Rind, A., Zeppelzauer, M., & Aigner, W. (2018). KAVAGait: Knowledge-Assisted Visual Analytics for Clinical Gait Analysis. IEEE Transactions on Visualization and Computer Graphics (TVCG), 25(3), 1528–1542. https://doi.org/10.1109/TVCG.2017.2785271
Slijepcevic, D., Zeppelzauer, M., Schwab, C., Raberger, A.-M., Dumphart, B., Baca, A., … Horsak, B. (2018). Towards an optimal combination of input signals and derived representations for gait classification based on ground reaction force measurements. Gait & Posture, 65. https://doi.org/10.1016/j.gaitpost.2018.06.155
Schwab, C., Slijepcevic, D., Zeppelzauer, M., Raberger, A.-M., Dumphart, B., Baca, A., … Horsak, B. (2018). IntelliGait: Automatische Gangmusteranalyse für die robuste Erkennung von Gangstörungen. In Tagungsband des 2ten GAMMA Kongress (Gesellschaft für die Analyse Menschlicher Motorik in ihrer klinischen Anwendung). Hamburg, Deutschland.

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