Sarah M. Erfani - Google Scholar

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	All	Since 2015
Citations	1644	1640
h-index	12	12
i10-index	17	17

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525

2016201720182019202044 129 394 692 369

Co-authors

Christopher LeckieProfessor, Computing and Information Systems, The University of MelbourneVerified email at unimelb.edu.au
James BaileyProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Sutharshan RajasegararSchool of Information Technology, Deakin UniversityVerified email at unimelb.edu.au
Shanika KarunasekeraProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
James C. BezdekUniversity of Melbourne, Computer and Information SystemsVerified email at unimelb.edu.au
M. PalaniswamiProfessor of Electrical EngineeringVerified email at unimelb.edu.au
Vinh NguyenDeep Learning @NVIDIAVerified email at nvidia.com
Laurent CharlinAssistant Professor, HEC Montréal & Mila, Canada CIFAR AI ChairVerified email at hec.ca
Mahsa BaktashmotlaghUniversity of QueenslandVerified email at uq.edu.au
Masud MoshtaghiAmazonVerified email at amazon.com
Li LiThe University of MelbourneVerified email at student.unimelb.edu.au
Yee Wei LawLecturer, University of South AustraliaVerified email at unisa.edu.au
Benjamin I. P. RubinsteinAssociate Professor, School of Computing and Information Systems, The University of MelbourneVerified email at unimelb.edu.au
Milos RadovanovicAssociate Professor of Computer Science, University of Novi Sad, SerbiaVerified email at dmi.uns.ac.rs
Punit RathoreMassachusetts Institute of Technology, Cambridge, USAVerified email at mit.edu
Udaya ParampalliProfessor, School of Computing and Information Systems, University of Melbourne, AustraliaVerified email at unimelb.edu.au
Sakrapee PaisitkriangkraiPostdoctoral research fellow, Australian Centre for Visual Technologies, The University of AdelaideVerified email at adelaide.edu.au
Prof R KotagiriProfessor, Computing and Information Systems, The University of Melbourne 1980-2020Verified email at unimelb.edu.au
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr

Sarah M. Erfani

Senior Lecturer, Computing and Information Systems, University of Melbourne

Verified email at unimelb.edu.au - Homepage

Machine Learning Large-scale Data Mining Time Series Analysis Cyber Security Data Privacy


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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	606*	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	422	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	191	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	95	2018
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	27	2017
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	27	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	26	2017
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	25	2017
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	23	2018
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	22	2016
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	15	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	13	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	12	2013
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	11	2018
Online cluster validity indices for streaming data M Moshtaghi, JC Bezdek, SM Erfani, C Leckie, J Bailey arXiv preprint arXiv:1801.02937, 2018	11	2018
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	11	2016
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	10	2016
Training Robust Models Using Random Projection VX Nguyen, S Erfani, S Paisitkriangkrai, J Bailey, C Leckie, ... International Conference on Pattern Recognition (ICPR), 2016	10*	2016
Online cluster validity indices for performance monitoring of streaming data clustering M Moshtaghi, JC Bezdek, SM Erfani, C Leckie, J Bailey International Journal of Intelligent Systems 34 (4), 541-563, 2019	8	2019
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	7	2016

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