|From Shared Subspaces to Shared Landmarks: A Robust Multi-Source Classification Approach|
SM Erfani, M Baktashmotlagh, M Moshtaghi, V Nguyen, C Leckie, J Bailey, ...
Association for the Advancement of Artificial Intelligence (AAAI), 2017
|High-dimensional and large-scale anomaly detection using a linear one-class SVM with deep learning|
SM Erfani, S Rajasegarar, S Karunasekera, C Leckie
Pattern Recognition 58, 121-134, 2016
|Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality|
X Ma, B Li, Y Wang, SM Erfani, S Wijewickrema, ME Houle, ...
International Conference on Learning Representations (ICLR), 2018
|Dimensionality-Driven Learning with Noisy Labels|
X Ma, Y Wang, ME Houle, S Zhou, SM Erfani, ST Xia, S Wijewickrema, ...
The 36th International Conference on Machine Learning (ICML), 2018
|R1SVM: a randomised nonlinear approach to large-scale anomaly detection|
S Erfani, M Baktashmotlagh, S Rajasegarar, S Karunasekera, C Leckie
Association for the Advancement of Artificial Intelligence (AAAI), 2015
|The Vulnerability of Learning to Adversarial Perturbation Increases with Intrinsic Dimensionality|
L Amsaleg, J Bailey, D Barbe, S Erfani, M Houle, V Nguyen, ...
IEEE International Workshop on Information Forensics and Security (WIFS), 2017
|Improving Load Forecasting Based on Deep Learning and K-shape Clustering|
F Fahiman, SM Erfani, S Rajasegarar, M Palaniswami, C Leckie
International Joint Conference on Neural Networks (IJCNN), 2017
|Unsupervised Parameter Estimation for One-Class Support Vector Machines|
Z Ghafoori, S Rajasegarar, SM Erfani, S Karunasekera, C Leckie
Pacific Asia Knowledge Discovery and Data Mining (PAKDD), 2016
|Efficient Unsupervised Parameter Estimation for One-Class Support Vector Machines|
Z Ghafoori, S Erfani, S Rajasegarar, J Bezdek, S Karunasekera, C Leckie
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018
|Ensemble Fuzzy Clustering using Cumulative Aggregation on Random Projections|
P Rathore, JC Bezdek, SM Erfani, S Rajasegarar, M Palaniswami
IEEE Transactions on Fuzzy Systems (TFS), 2017
|Robust Domain Generalisation by Enforcing Distribution Invariance|
SM Erfani, M Baktashmotlaghy, M Moshtaghi, V Nguyen, C Leckie, ...
International Joint Conference on Artificial Intelligence (IJCAI), 2016
|Improved Classification of Known and Unknown Network Traffic Flows using Semi-Supervised Machine Learning|
T Glennan, C Leckie, SM Erfani
Australasian Conference on Information Security and Privacy (ACISP), 2016
|R1STM: One-class Support Tensor Machine with Randomised Kernel|
SM Erfani, M Baktashmotlagh, S Rajasegarar, V Nguyen, C Leckie, ...
SIAM International Conference on Data Mining (SDM), 2016
|Privacy-preserving data aggregation in participatory sensing networks|
SM Erfani, S Karunasekera, C Leckie, U Parampalli
International Conference on Intelligent Sensors, Sensor Networks and …, 2013
|Online cluster validity indices for streaming data|
M Moshtaghi, JC Bezdek, SM Erfani, C Leckie, J Bailey
arXiv preprint arXiv:1801.02937, 2018
|Training robust models using Random Projection|
NX Vinh, S Erfani, S Paisitkriangkrai, J Bailey, C Leckie, ...
International Conference on Pattern Recognition (ICPR), 531-536, 2016
|An Improved Scheme for Privacy-Preserving Collaborative Anomaly Detection|
L Lyu, YW Law, SM Erfani, C Leckie, M Palaniswami
IEEE PERCOM workshop on Security Privacy and Trust in IoT (SPT-IoT), 2016
|Privacy-preserving collaborative anomaly detection for participatory sensing|
SM Erfani, YW Law, S Karunasekera, CA Leckie, M Palaniswami
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 581-593, 2014
|Reinforcement learning for autonomous defence in software-defined networking|
Y Han, BIP Rubinstein, T Abraham, T Alpcan, O De Vel, S Erfani, ...
International Conference on Decision and Game Theory for Security, 145-165, 2018
|A Pattern Tree based Method for Mining Conditional Contrast Pattern of Multi-Source Data|
L Li, S Erfani, C Leckie
IEEE International Conference on Data Mining Workshops (ICDMW), 2017