Person

Arthur Drichel

M. Sc. RWTH
Arthur Drichel Urheberrecht: © Lehr- und Forschungsgebiet Informatik IT-Sicherheit, RWTH Aachen
Lehr- und Forschungsgebiet IT-Sicherheit

Adresse

Gebäude: UMIC Research Centre (2165)

Raum: 210

Mies-van-der-Rohe-Str. 15

52074 Aachen

Kontakt

WorkPhone
Telefon: +49 241 80 20785
Fax Fax: +49 241 80 22731
 

Forschungsbereich

  • Intrusion Detection Systems
  • Privacy Enhancing Technologies
  • Machine Learning
 

Lehre

  • SS22: Datenkommunikation und Sicherheit
  • 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
 

Abschlussarbeiten

  • Offene Arbeiten:
    • momentan keine Arbeiten offen
  • Laufende Arbeiten:
    • Evaluating and Enhancing Phishing Classification based on Certificate Transparency (MA)
    • Implementing Classification-as-a-Service for DGA Detection (BA)
    • Malicious Network Traffic Analysis on Smartphone Applications (MA)
    • Explainability Analysis of Deep Learning based DGA Classifiers (MA)
  • Abgeschlossene Arbeiten:
    • 2022, Justus von Brandt, Detection of new DGAs in the Multiclass DGA Classification Setting (MA)
    • 2021, Konstantin Kaulen, Adversarial Attacks and Defenses on DGA classifiers (BA)
    • 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)

Wer Interesse an einer Abschlussarbeit im Bereich Intrusion Detection hat, meldet sich gerne per .

 

Projekte

 

Publikationen

Titel Autor(en)
Detecting Unknown DGAs without Context Information
Buchbeitrag, Beitrag zu einem Tagungsband (2022)
Drichel, Arthur (Corresponding author)
von Brandt, Justus (Corresponding author)
Meyer, Ulrike (Corresponding author)
The More, the Better? A Study on Collaborative Machine Learning for DGA Detection
Buchbeitrag, Beitrag zu einem Tagungsband (2021)
Drichel, Arthur (Corresponding author)
Holmes, Benedikt (Corresponding author)
von Brandt, Justus (Corresponding author)
Meyer, Ulrike (Corresponding author)
Towards Privacy-Preserving Classification-as-a-Service for DGA Detection
Buchbeitrag, Beitrag zu einem Tagungsband (2021)
Drichel, Arthur (Corresponding author)
Gurabi, Mehdi Akbari (Corresponding author)
Amelung, Tim (Corresponding author)
Meyer, Ulrike (Corresponding author)
CoinPrune : Shrinking Bitcoin’s Blockchain Retrospectively
Fachzeitschriftenartikel (2021)
Matzutt, Roman (Corresponding author)
Kalde, Benedikt
Pennekamp, Jan
Drichel, Arthur
Henze, Martin
Wehrle, Klaus
Sharing FANCI Features : A Privacy Analysis of Feature Extraction for DGA Detection
Buchbeitrag, Beitrag zu einem Tagungsband (2021)
Holmes, Benedikt (Corresponding author)
Drichel, Arthur (Corresponding author)
Meyer, Ulrike (Corresponding author)
First Step Towards EXPLAINable DGA Multiclass Classification
Buchbeitrag, Beitrag zu einem Tagungsband (2021)
Drichel, Arthur (Corresponding author)
Faerber, Nils (Corresponding author)
Meyer, Ulrike (Corresponding author)
Finding Phish in a Haystack : A Pipeline for Phishing Classification on Certificate Transparency Logs
Buchbeitrag, Beitrag zu einem Tagungsband (2021)
Drichel, Arthur (Corresponding author)
Drury, Vincent Jakob (Corresponding author)
von Brandt, Justus (Corresponding author)
Meyer, Ulrike (Corresponding author)
How to Securely Prune Bitcoin's Blockchain
Buchbeitrag, Beitrag zu einem Tagungsband (2020)
Matzutt, Roman (Corresponding author)
Kalde, Benedikt (Corresponding author)
Pennekamp, 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
Buchbeitrag, Beitrag zu einem Tagungsband (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
Buchbeitrag, Beitrag zu einem Tagungsband (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
Buchbeitrag, Beitrag zu einem Tagungsband (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
Buchbeitrag, Beitrag zu einem Tagungsband (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)