Lifeng Shen

Timeseries Anomaly Detection using Temporal Hierarchical One-Class Network

Lifeng Shen, Zhuocong Li, James T. Kwok · Rare & Special e-Zone (The Hong Kong University of Science and Technology) · 2020 · 148 citations

DeePr-ESN: A deep projection-encoding echo-state network

Qianli Ma, Lifeng Shen, Garrison W. Cottrell · Information Sciences · 2019 · 109 citations

Engineering, Machine Learning, Reservoir Computing +4

Functional echo state network for time series classification

Qianli Ma, Lifeng Shen, Weibiao Chen et al. · Information Sciences · 2016 · 102 citations

Engineering, Machine Learning, Data Science +7

End-to-End Incomplete Time-Series Modeling From Linear Memory of Latent Variables

Qianli Ma, Sen Li, Lifeng Shen et al. · IEEE Transactions on Cybernetics · 2019 · 69 citations

Linear Memory, Engineering, Machine Learning +13

Time Series Anomaly Detection with Multiresolution Ensemble Decoding

Lifeng Shen, Zhongzhong Yu, Qianli Ma et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 52 citations · Full text

Recurrent Neural Network, Anomaly Detection, Machine Learning +15