Data Mining for Computer Networks Security | |
| Keywords: | network security; intrusion detection; outlier detection; streaming data; alert analysis; message authentication |
| Status: | In progress |
People on this project:
Michael Heigl
E-mail: heigl@kiv.zcu.cz
Michael is currently working as a research associate at the institute ProtectIT at the Deggendorf Institute of Technology and holds a Ph.D. degree from the University of West Bohemia for his dissertation on machine learning enhanced network-based anomaly detection. He is specialized in improving outlier detection methods for streaming data applications.
Dalibor Fiala
Phone: +420 377 63 2429
E-mail: dalfia@kiv.zcu.cz
WWW: http://www.kiv.zcu.cz/~dalfia/
Dalibor is the research group coordinator and an associate professor at the Department of Computer Science and Engineering at the University of West Bohemia in Pilsen, Czech Republic. He is interested in data mining, web mining, information retrieval, informetrics, and information science.
Publications:
Exploiting the Outcome of Outlier Detection for Novel Attack Pattern Recognition on Streaming Data | |
| Authors: | Michael Heigl, Enrico Weigelt, Andreas Urmann, Dalibor Fiala, Martin Schramm |
| Source: | Electronics, vol. 10, no. 17, art. no. 2160, 2021. |
| ISSN: | 2079-9292 |
| Download: |  Full text [2421 kB] |
| View record in Web of Science® | |
On the Improvement of the Isolation Forest Algorithm for Outlier Detection with Streaming Data | |
| Authors: | Michael Heigl, Kumar Ashutosh Anand, Andreas Urmann, Dalibor Fiala, Martin Schramm, Robert Hable |
| Source: | Electronics, vol. 10, no. 13, art. no. 1534, 2021. |
| ISSN: | 2079-9292 |
| Download: | Full text [978 kB] |
| View record in Web of Science® | |
Unsupervised Feature Selection for Outlier Detection on Streaming Data to Enhance Network Security | |
| Authors: | Michael Heigl, Enrico Weigelt, Dalibor Fiala, Martin Schramm |
| Source: | Applied Sciences, vol. 11, no. 24, art. no. 12073, 2021. |
| ISSN: | 2076-3417 |
| Download: | Full text [1896 kB] |
| View record in Web of Science® | |
A Lightweight Quantum-Safe Security Concept for Wireless Sensor Network Communication | |
| Authors: | Michael Heigl, Martin Schramm, Dalibor Fiala |
| Source: | Proc. of the 2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), Kyoto, Japan, pp. 906-911, 2019. (ISBN 978-1-5386-9150-2) |
| Download: | Full text [143 kB] |
| View record in Web of Science® | |
A resource-preserving self-regulating Uncoupled MAC algorithm to be applied in incident detection | |
| Authors: | Michael Heigl, Laurin Doerr, Nicolas Tiefnig, Dalibor Fiala, Martin Schramm |
| Source: | Computers & Security, vol. 85, pp. 270-287, 2019. |
| ISSN: | 0167-4048 |
| Download: | Full text [3110 kB] |
| View record in Web of Science® | |
Comparison of Energy-Efficient Key Management Protocols for Wireless Sensor Networks | |
| Authors: | Laurin Doerr, Michael Heigl, Dalibor Fiala, Martin Schramm |
| Source: | Proc. of the 2019 International Electronics Communication Conference, Okinawa, Japan, pp. 21-26, 2019. (ISBN 978-1-4503-7177-3) |
| Download: | Full text [674 kB] |
On the Energy Consumption of Quantum-resistant Cryptographic Software Implementations Suitable for Wireless Sensor Networks | |
| Authors: | Michael Heigl, Laurin Doerr, Martin Schramm, Dalibor Fiala |
| Source: | Proc. 16th International Joint Conference on e-Business and Telecommunications (SECRYPT), Prague, Czech Republic, pp. 72-83, 2019. (ISBN 978-989-758-378-0) |
| Download: | Full text [642 kB] |
| View record in Web of Science® | |
Incident Reaction Based on Intrusion Detections’ Alert Analysis | |
| Authors: | Michael Heigl, Laurin Doerr, Amar Almaini, Dalibor Fiala, Martin Schramm |
| Source: | Proc. 23rd International Conference on Applied Electronics, Pilsen, Czech Republic, pp. 45-50, 2018. (ISBN 978-80-261-0721-7) |
| Download: | Full text [508 kB] |
| View record in Web of Science® | |
Assessment Simulation Model for Uncoupled Message Authentication | |
| Authors: | Laurin Doerr, Dalibor Fiala, Michael Heigl, Martin Schramm |
| Source: | Proc. 22nd International Conference on Applied Electronics, Pilsen, Czech Republic, pp. 45-48, 2017. (ISBN 978-80-261-0641-8) |
| Download: | Full text [1569 kB] |
| View record in Web of Science® | |