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 MaFudan UniversityVerified email at unimelb.edu.au
Yisen WangAssistant Professor, Peking UniversityVerified email at pku.edu.cn
Michael E. HoulePrincipal Fellow, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Tansu AlpcanProfessor, Dept. of EEE, the 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 BaktashmotlaghSenior Lecturer at the University of QueenslandVerified email at uq.edu.au
Benjamin I. P. RubinsteinProfessor, School of Computing and Information Systems, The University of MelbourneVerified email at unimelb.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
Hadi Mohaghegh DolatabadiSchool of Computing and Information Systems, The University of MelbourneVerified email at student.unimelb.edu.au
Shu-Tao XiaTsinghua UniversityVerified email at sz.tsinghua.edu.cn
Milos RadovanovicProfessor of Computer Science, University of Novi Sad, SerbiaVerified email at dmi.uns.ac.rs
Yixin SuThe University of MelbourneVerified email at student.unimelb.edu.au

Sarah M. Erfani

Senior Lecturer and DECRA Fellow, 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	848	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	470	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	276	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	122	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	67	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	54	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	51	2017
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	48	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 (GameSec …, 2018	45	2018
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	41	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	38	2015
Unlearnable Examples: Making Personal Data Unexploitable H Huang, X Ma, S Erfani, J Bailey, Y Wang International Conference on Learning Representations (ICLR), 2021	26	2021
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	26	2016
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	25	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 (IJIS) 34 (4), 541-563, 2019	22	2019
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	21	2016
Training Robust Models Using Random Projection VX Nguyen, S Erfani, S Paisitkriangkrai, J Bailey, C Leckie, ... International Conference on Pattern Recognition (ICPR), 2016	19*	2016
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems S Yang, R Zhang, S Erfani Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020	18	2020
Detecting Relevant Feature Interactions for Recommender Systems via Graph Neural Networks Y Su, R Zhang, S Erfani, Z Xu Association for the Advancement of Artificial Intelligence (AAAI), 2020	18*	2020
AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows HM Dolatabadi, S Erfani, C Leckie Conference on Neural Information Processing Systems (NeurIPS), 2020	18*	2020

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