Bojan Kolosnjaji

Alumni

E-Mail:	Bojan Kolosnjaji

Research Interests

I do research in the area of machine learning and its applications in IT security, but also in designing robust machine learning systems.

I am currently participating in the SPARTA EU H2020 Project. Previously I was active in the IUNO project and the FORSEC research alliance.

Topics of special interest:

• adversarial learning
• anomaly detection under resource constraints
• large-scale malware detection and analysis using machine learning methods (neural networks, topic modeling, kernel methods)
• general machine learning, computer vision and natural language processing

I was a Program Commitee member of: 1st International Workshop on Big Data Analytic for Cyber Crime Investigation and Prevention

Teaching

• Summer semester 2019
  • Seminar: Adversarial and Secure Machine Learning

• 
  Summer semester 2018
  • Seminar: Adversarial and Secure Machine Learning

• 
  Winter semester 2017/2018
  • Seminar: Large-Scale Malware Analysis

• 
  Winter semester 2016/2017
  • Practical Course: Anomaly Detection Challenges

• 
  Summer semester 2016
  • Seminar: Large-Scale Malware Analysis

• Winter semester 2015/2016
  • Practical Course: Anomaly Detection Challenges

• Summer semester 2015
  • Seminar Adversarial and Secure Machine Learning

Publications

2019		MANIS: Evading Malware Detection System on Graph Structure
2018		Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables
		Learning on a Budget for User Authentication on Mobile Devices
2017		Spoilers: Effective Malware Triage Using Hidden Fields
		Finding the Needle: A Study of the PE32 Rich Header and Respective Malware Triage
		Architecture for Resource-Aware VMI-based Cloud Malware Analysis
		Empowering Convolutional Networks for Malware Classification and Analysis
2016		Deep Learning for Classification of Malware System Call Sequences
		Adaptive Semantics-Aware Malware Classification
2015		Neural Network-Based User-Independent Physical Activity Recognition for Mobile Devices
		CloudIDEA: A Malware Defense Architecture for Cloud Data Centers