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 The 35th ACM/SIGAPP Symposium On Applied Computing
2018		Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables Proceedings of the European Signal Processing Conference (EUSIPCO 2018)
		Learning on a Budget for User Authentication on Mobile Devices Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2018)
2017		Spoilers: Effective Malware Triage Using Hidden Fields Microsoft DCC
		Finding the Needle: A Study of the PE32 Rich Header and Respective Malware Triage 14th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA)
		Architecture for Resource-Aware VMI-based Cloud Malware Analysis 4th Workshop on Security in highly connected IT systems
		Empowering Convolutional Networks for Malware Classification and Analysis 30th International Joint Conference on Neural Networks (IJCNN)
2016		Deep Learning for Classification of Malware System Call Sequences 29th Australasian Joint Conference on Artificial Intelligence (AI)
		Adaptive Semantics-Aware Malware Classification 13th Conference on Detection of Intrusions and Malware \& Vulnerability Assessment (DIMVA)
2015		Neural Network-Based User-Independent Physical Activity Recognition for Mobile Devices Intelligent Data Engineering and Automated Learning--IDEAL 2015
		CloudIDEA: A Malware Defense Architecture for Cloud Data Centers 5th International Symposium on Cloud Computing, Trusted Computing and Secure Virtual Infrastructures - Cloud and Trusted Computing (C&TC 2015)