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17 Oct 2022
SERC
Institute for Infocomm Research
Program Behavior Analysis and Clustering using Performance Counters
Sai Praveen Kadiyala ,
Akella Kartheek,
Tram Truong-Huu
Proceedings of the 2020 Workshop on DYnamic and Novel Advances in Machine Learning and Intelligent Cyber Security
1 Aug 2022
SERC
Institute for Infocomm Research
Handling Labeled Data Insufficiency: Semi-supervised Learning with Self-Training Mixup Decision Tree for Classification of Network Attacking Traffic
Yubo Hou,
Sin G. Teo,
Zhenghua Chen,
Min Wu,
Chee-Keong Kwoh,
Tram Truong-Huu
IEEE Transactions on Dependable and Secure Computing
15 Jun 2022
SERC
Institute for Infocomm Research
Detection and Classification of Botnet Traffic using Deep Learning with Model Explanation
Partha Pratim Kundu,
Tram Truong-Huu,
Ling Chen,
Luying Zhou,
Sin G. Teo
IEEE Transactions on Dependable and Secure Computing
6 Sep 2021
SERC
Institute for Infocomm Research
ENAD: An Ensemble Framework for Unsupervised Network Anomaly Detection
Jingyi Liao,
Sin G. Teo,
Partha Pratim Kundu,
Tram Truong-Huu
2021 IEEE International Conference on Cyber Security and Resilience (CSR)
28 Apr 2021
SERC
Institute for Infocomm Research
An Empirical Evaluation of Automated Machine Learning Techniques for Malware Detection
Partha Pratim Kundu,
Lux Anatharaman,
Tram Truong-Huu
Proceedings of the 2021 ACM Workshop on Security and Privacy Analytics
25 Jan 2021
SERC
Institute for Infocomm Research
Enhancing Robustness of Malware Detection using Synthetically-adversarial Samples
Wee Ling Tan,
Tram Truong-Huu
2020 IEEE Global Communications Conference (GLOBECOM 2020)
12 Oct 2020
SERC
Institute for Infocomm Research
An Empirical Study on Unsupervised Network Anomaly Detection using Generative Adversarial Networks
Tram Truong-Huu,
Nidhya Dheenadhayalan,
Partha Pratim Kundu,
Vasudha Ramnath,
Jingyi Liao,
Sin G. Teo,
Sai Praveen Kadiyala
SPAI '20: Proceedings of the 1st ACM Workshop on Security and Privacy on Artificial Intelligence
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