Sarah M. Erfani

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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 KarunasekeraSchool of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Xingjun MaLecturer@Deakin University, Honorary Fellow@University of MelbourneVerified email at unimelb.edu.au
James C. BezdekUniversity of Melbourne, Computer and Information SystemsVerified email at unimelb.edu.au
Vinh NguyenDeep Learning @NVIDIAVerified email at nvidia.com
M. PalaniswamiProfessor of Electrical EngineeringVerified email at unimelb.edu.au
Mahsa BaktashmotlaghUniversity of QueenslandVerified email at uq.edu.au
Masud MoshtaghiAmazonVerified email at amazon.com
Bo LiUniversity of Illinois at Urbana–ChampaignVerified email at illinois.edu
Dawn SongProfessor of Computer Science, UC BerkeleyVerified email at cs.berkeley.edu
Benjamin I. P. RubinsteinProfessor, 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
Yee Wei LawSenior Lecturer, University of South AustraliaVerified email at unisa.edu.au
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
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr
Prof R KotagiriProfessor, Computing and Information Systems, The University of Melbourne 1980-2020Verified email at unimelb.edu.au
Laurent CharlinAssociate Professor, HEC Montréal & Mila, Canada CIFAR AI ChairVerified email at hec.ca

Sarah M. Erfani

Senior Lecturer, Computing and Information Systems, University of Melbourne

Verified email at unimelb.edu.au - Homepage

Machine Learning Artificial Intelligence Large-scale Data Mining Cyber Security Data Privacy


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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	696	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	374	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	212	2018
Normalized Loss Functions for Deep Learning with Noisy Labels X Ma, H Huang, Y Wang, S Romano, S Erfani, J Bailey International Conference on Machine Learning (ICML), 2020	59	2020
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	50	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	44	2017
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	43	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	37	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	33	2015
Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction F Taymouri, M La Rosa, S Erfani, ZD Bozorgi, I Verenich International Conference on Business Process Management (BPM), 2020	32	2020
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	27	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	23	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	20	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	20	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	18	2019
Training Robust Models Using Random Projection VX Nguyen, S Erfani, S Paisitkriangkrai, J Bailey, C Leckie, ... International Conference on Pattern Recognition (ICPR), 2016	14*	2016
Online cluster validity indices for streaming data M Moshtaghi, JC Bezdek, SM Erfani, C Leckie, J Bailey International Journal of Intelligent Systems (IJIS), 2018	13	2018
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	13	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	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	13	2013

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