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Sandamal Weerasinghe
Sandamal Weerasinghe
Research Fellow, School of Computing and Information Systems, The University of Melbourne
Adresă de e-mail confirmată pe unimelb.edu.au
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Defending support vector machines against data poisoning attacks
S Weerasinghe, T Alpcan, SM Erfani, C Leckie
IEEE Transactions on Information Forensics and Security 16, 2566-2578, 2021
322021
Support vector machines resilient against training data integrity attacks
S Weerasinghe, SM Erfani, T Alpcan, C Leckie
Pattern Recognition 96, 106985, 2019
272019
Deep learning based game-theoretical approach to evade jamming attacks
S Weerasinghe, T Alpcan, SM Erfani, C Leckie, P Pourbeik, J Riddle
Decision and Game Theory for Security: 9th International Conference, GameSec …, 2018
112018
Detection of Anomalous Communications with SDRs and Unsupervised Adversarial Learning
S Weerasinghe, SM Erfani, T Alpcan, C Leckie, J Riddle
2018 IEEE 43rd Conference on Local Computer Networks (LCN), 2018
62018
Defending regression learners against poisoning attacks
S Weerasinghe, SM Erfani, T Alpcan, C Leckie, J Kopacz
arXiv preprint arXiv:2008.09279, 2020
42020
Defending distributed classifiers against data poisoning attacks
S Weerasinghe, T Alpcan, SM Erfani, C Leckie
arXiv preprint arXiv:2008.09284, 2020
42020
Unsupervised Adversarial Anomaly Detection Using One-Class Support Vector Machines
PS Weerasinghe, SM Erfani, T Alpcan, C Leckie, M Kuijper
23rd International Symposium on Mathematical Theory of Networks and Systems …, 2018
42018
Closing the BIG-LID: An Effective Local Intrinsic Dimensionality Defense for Nonlinear Regression Poisoning.
S Weerasinghe, T Abraham, T Alpcan, SM Erfani, C Leckie, ...
IJCAI, 3176-3184, 2021
22021
Local Intrinsic Dimensionality Signals Adversarial Perturbations
S Weerasinghe, T Abraham, T Alpcan, SM Erfani, C Leckie, ...
2022 IEEE 61st Conference on Decision and Control (CDC), 6118-6125, 2022
12022
Novel Defenses Against Data Poisoning in Adversarial Machine Learning.
S Weerasinghe
University of Melbourne, Parkville, Victoria, Australia, 2019
2019
Machine learning for understanding the contextual semantics of tabular web sources
J Weerasinghe, S Weerasinghe, A Panditha, V Weerasinghe
2013 IEEE 8th International Conference on Industrial and Information Systems …, 2013
2013
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