A periodic anomaly detection framework based on matrix profile for condition monitoring of planetary gearboxes

A Hybrid Prognostics Approach for Estimating Remaining Useful Life of Rolling Element Bearings

Biao Wang, Yaguo Lei, Naipeng Li et al. · IEEE Transactions on Reliability · 2018 · 1.8K citations

Engineering, Data Science, Machine Learning +16

Outlier Detection for Temporal Data: A Survey

Manish Gupta, Jing Gao, Charų C. Aggarwal et al. · IEEE Transactions on Knowledge and Data Engineering · 2014 · 983 citations

Computing, Data Science, Data Analytics +13

Matrix Profile I: All Pairs Similarity Joins for Time Series: A Unifying View That Includes Motifs, Discords and Shapelets

Chin‐Chia Michael Yeh, Yan Zhu, Liudmila Ulanova et al. · 2016 · 621 citations

Computing, Computer Science, Data Mining +14

Deep Isolation Forest for Anomaly Detection

Hongzuo Xu, Guansong Pang, Yijie Wang et al. · IEEE Transactions on Knowledge and Data Engineering · 2023 · 451 citations

Computing, Computer Science, Data Science +17

Outlier detection using k-nearest neighbour graph

Ville Hautamäki, Ismo Kärkkäinen, Pasi Fränti · Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004. · 2004 · 348 citations

Computing, Computer Science, Computational Geometry +16