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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
8 Mar 2022
SERC
Institute for Infocomm Research
LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series
Lianlian Jiang,
Yuexuan Wang,
Wenyi Zheng,
Chao Jin,
Zengxiang Li,
Sin G. Teo
36th AAAI Conference on Artificial Intelligence ( aaai-workshop 2022)
2 Mar 2022
SERC
Institute for Infocomm Research
Towards End-to-End Secure and Efficient Federated Learning for XGBoost
Chao Jin,
Jun Wang,
Sin G. Teo,
Le Zhang,
C.S. Chan,
Qibin Hou,
Khin Mi Mi Aung
fl-aaai-2022
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)
7 Dec 2020
SERC
Institute for Infocomm Research
Advanced Windows Methods on Malware Detection and Classification
Dima Rabadi,
Sin G. Teo
ACSAC '20: Annual Computer Security Applications Conference
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
1 May 2020
SERC
Institute for Infocomm Research
Citywide Traffic Flow Prediction Based on Multiple Gated Spatio-temporal Convolutional Neural Networks
Cen Chen,
Kenli Li,
Sin G. Teo,
Xiaofeng Zou,
Keqin Li,
Zeng Zeng
ACM Transactions on Knowledge Discovery from Data
12 Sep 2019
SERC
Institute for Infocomm Research
ResHNet: Spectrograms Based Efficient Heart Sounds Classification Using Stacked Residual Networks
Askhaya Balamurugan,
Sin G. Teo,
Jianxi Yang,
Zhongbo Peng,
Xulei Yang,
Zeng Zeng
2019 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI)
1 May 2019
SERC
Institute for Infocomm Research
Two-stage pneumonia detection through object detection and patch classification
Yiling Chong,
Sin G. Teo,
Zeng Zeng
IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI)
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