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25 Dec 2023
SERC
Institute for Infocomm Research
A Novel Feature Vector for AI-Assisted Windows Malware Detection
(Pending publish)
Le Qi Yau,
Yik Ting Lam,
Ashwin Lokesh,
Prannaya Gupta,
Justin Lim,
Ishneet Sukhvinder Singh,
Jia-Yi Loo,
Mao V. Ngo,
Sin G. Teo,
Tram Truong-Huu
2023 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech)
28 May 2023
SERC
Institute for Infocomm Research
Fast and Efficient Malware Detection with Joint Static and Dynamic Features Through Transfer Learning
Mao V. Ngo,
Tram Truong-Huu,
Dima Rabadi,
Jia Yi Loo,
Sin G. Teo
Applied Cryptography and Network Security
8 Feb 2023
SERC
Institute for Infocomm Research
Cascaded Multi-Class Network Intrusion Detection With Decision Tree and Self-attentive Model
Yuchen Lan,
Tram Truong-Huu,
Jiyan Wu,
Sin G. Teo
2022 IEEE International Conference on Data Mining Workshops (ICDMW)
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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