| Deep learning for time series anomaly detection: A survey Z Zamanzadeh Darban, GI Webb, S Pan, C Aggarwal, M Salehi ACM Computing Surveys 57 (1), 1-42, 2024 | 515 | 2024 |
| Deep learning for time series classification and extrinsic regression: A current survey N Mohammadi Foumani, L Miller, CW Tan, GI Webb, G Forestier, M Salehi ACM Computing Surveys 56 (9), 1-45, 2024 | 272 | 2024 |
| Extremely Fast Decision Tree C Manapragada, G Webb, M Salehi ACM SIGKDD International Conference on Knowledge Discovery & Data Mining …, 2018 | 245 | 2018 |
| Fast Memory Efficient Local Outlier Detection in Data Streams M Salehi, C Leckie, JC Bezdek, T Vaithianathan, X Zhang IEEE Transactions on Knowledge and Data Engineering (TKDE), 2016 | 218 | 2016 |
| Fast Memory Efficient Local Outlier Detection in Data Streams (Extended Abstract) M Salehi, C Leckie, JC Bezdek, T Vaithianathan, X Zhang International Conference in Data Engineering (ICDE), 51:52, 2017 | 216* | 2017 |
| Improving position encoding of transformers for multivariate time series classification NM Foumani, CW Tan, GI Webb, M Salehi Data mining and knowledge discovery 38 (1), 22-48, 2024 | 204 | 2024 |
| A Survey on Anomaly Detection in Evolving Data M Salehi, L Rashidi SIGKDD Explorations Newsletter 20 (1), 13-23, 2018 | 136* | 2018 |
| CARLA: Self-supervised contrastive representation learning for time series anomaly detection ZZ Darban, GI Webb, S Pan, CC Aggarwal, M Salehi Pattern Recognition 157, 110874, 2025 | 97 | 2025 |
| Cross-Domain Graph Anomaly Detection via Anomaly-aware Contrastive Alignment Q Wang, G Pang, M Salehi, W Buntine, C Leckie AAAI, 2022 | 57 | 2022 |
| Eeg2rep: enhancing self-supervised eeg representation through informative masked inputs N Mohammadi Foumani, G Mackellar, S Ghane, S Irtza, N Nguyen, ... Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and …, 2024 | 51 | 2024 |
| Online Clustering for Evolving Data Streams with Online Anomaly Detection M Chenaghlou, M Moshtaghi, C Leckie, M Salehi The 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2018 | 46 | 2018 |
| A relevance weighted ensemble model for anomaly detection in switching data streams M Salehi, CA Leckie, M Moshtaghi, T Vaithianathan Pacific-Asia Conference on Knowledge Discovery and Data Mining, 461-473, 2014 | 42 | 2014 |
| Dynamic and Robust Wildfire Risk Prediction System: An Unsupervised Approach M Salehi, L Rusu, T Lynar, A Phan ACM SIGKDD international conference on Knowledge discovery and data mining …, 2016 | 41 | 2016 |
| Disjoint-cnn for multivariate time series classification SNM Foumani, CW Tan, M Salehi 2021 International Conference on Data Mining Workshops (ICDMW), 760-769, 2021 | 40 | 2021 |
| False data injection attack detection for secure distributed demand response in smart grids T Dayaratne, M Salehi, C Rudolph, A Liebman 2022 52nd Annual IEEE/IFIP International Conference on Dependable Systems …, 2022 | 35 | 2022 |
| High impact false data injection attack against real-time pricing in smart grids T Dayaratne, C Rudolph, A Liebman, M Salehi, S He 2019 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe), 1-5, 2019 | 33 | 2019 |
| A large-scale spatio-temporal data analytics system for wildfire risk management Z Wang, HT Vo, M Salehi, LI Rusu, C Reeves, A Phan Proceedings of the Fourth International ACM Workshop on Managing and Mining …, 2017 | 26 | 2017 |
| Local outlier detection for data streams in sensor networks: Revisiting the utility problem invited paper M Salehi, C Leckie, JC Bezdek, T Vaithianathan 2015 IEEE Tenth International Conference on Intelligent Sensors, Sensor …, 2015 | 24 | 2015 |
| DACAD: Domain adaptation contrastive learning for anomaly detection in multivariate time series ZZ Darban, Y Yang, GI Webb, CC Aggarwal, Q Wen, S Pan, M Salehi IEEE Transactions on Knowledge and Data Engineering, 2025 | 23 | 2025 |
| Profiling pedestrian distribution and anomaly detection in a dynamic environment MT Doan, S Rajasegarar, M Salehi, M Moshtaghi, C Leckie Proceedings of the 24th ACM International on Conference on Information and …, 2015 | 23 | 2015 |
Geoff WebbProfessor, Department of Data Science and Artificial Intelligence, Monash UniversityVerified email at monash.edu
