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Research Interest

• Intrusion Detection Systems
• Privacy Enhancing Technologies
• Machine Learning

 

Teaching

• WS20/21: Seminar (Bachelor): Advances in Cryptography and IT-Security
• WS20/21: Seminar (Bachelor): Selected Topics in Cryptography and IT-Security
• SS20: Security Lab Seminar (Master)
• SS19: Datenkommunikation und Sicherheit

 

BA/MA Theses

• Available Theses:
  • currently no open thesis
• In Progress:
  • Adversarial Attacks and Defenses on DGA classifiers (BA)
  • Detection of new DGAs in the Multiclass DGA Classification Setting (MA)
• Finishes Theses:
  • 2021, Tim Amelung, A Privacy-Preserving Machine Learning Approach for DGA Detection (MA)
  • 2020, Nils Eberhardt, Analyzing the Discretization Problem for Adversarial Training of DGA Detection Classifiers (BA)
  • 2020, Benedikt Holmes, A Study of Model Inversion Defenses in Deep Learning (MA)
  • 2020, Markus Baumgart, DGA Detection on Encrypted DNS Traffic using Machine Learning (MA)
  • 2020, Nils Faerber, Multiclass Classification of DGAs using Classical Machine Learning Approaches (BA)
  • 2019, Mike Lorang, Hardening of Domain Generation Algorithm Classifiers (MA)

If you are interested in writing a thesis related to intrusion detection feel free to contact me.

 

Publications

Title	Author(s)
First Step Towards EXPLAINable DGA Multiclass Classification Contribution to a book, Contribution to a conference proceedings (2021)	Drichel, Arthur Faerber, Nils Meyer, Ulrike
Finding Phish in a Haystack: A Pipeline for Phishing Classification on Certificate Transparency Logs Contribution to a book, Contribution to a conference proceedings (2021)	Drichel, Arthur Drury, Vincent Jakob von Brandt, Justus Meyer, Ulrike
How to Securely Prune Bitcoin's Blockchain Contribution to a book, Contribution to a conference proceedings (2020)	Matzutt, Roman (Corresponding author) Kalde, Benedikt (Corresponding author) Peimekamp, Jan (Corresponding author) Drichel, Arthur (Corresponding author) Henze, Martin (Corresponding author) Wehrle, Klaus (Corresponding author)
Interpretable Visualizations of Deep Neural Networks for Domain Generation Algorithm Detection Contribution to a book, Contribution to a conference proceedings (2020)	Becker, Franziska (Corresponding author) Drichel, Arthur (Corresponding author) Müller, Christoph (Corresponding author) Ertl, Thomas (Corresponding author)
Making Use of NXt to Nothing: The Effect of Class Imbalances on DGA Detection Classifiers Contribution to a book, Contribution to a conference proceedings (2020)	Drichel, Arthur (Corresponding author) Meyer, Ulrike (Corresponding author) Schüppen, Samuel (Corresponding author) Teubert, Dominik (Corresponding author)
Analyzing the Real-World Applicability of DGA Classifiers Contribution to a book, Contribution to a conference proceedings (2020)	Drichel, Arthur (Corresponding author) Meyer, Ulrike (Corresponding author) Schüppen, Samuel (Corresponding author) Teubert, Dominik (Corresponding author)
CloudAnalyzer: Uncovering the Cloud Usage of Mobile Apps Contribution to a book, Contribution to a conference proceedings (2017)	Henze, Martin (Corresponding author) Pennekamp, Jan (Corresponding author) Hellmanns, David (Corresponding author) Mühmer, Erik (Corresponding author) Ziegeldorf, Jan Henrik (Corresponding author) Drichel, Arthur (Corresponding author) Wehrle, Klaus (Corresponding author)