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