SVD-AE: An asymmetric autoencoder with SVD regularization for multivariate time series anomaly detection

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Shaojie Bai, J. Zico Kolter, Vladlen Koltun · arXiv (Cornell University) · 2018 · 4.3K citations · Full text

Computing, Computer Science, Computer Vision +13

International Conference on Artificial Neural Networks

Habiboulaye Amadou Boubacar · Neural Networks · 1990 · 2.1K citations

Computing, Computer Science, Algorithms +12

Long Short Term Memory Networks for Anomaly Detection in Time Series.

Pankaj Malhotra, Lovekesh Vig, Gautam Shroff et al. · The European Symposium on Artificial Neural Networks · 2015 · 1.1K citations

Computing, Computer Science, Data Science +12

A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data

Chuxu Zhang, Dongjin Song, Yuncong Chen et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 776 citations · Full text

Computing, Computer Science, Machine Learning +13

Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder

Long-yuan Li, Junchi Yan, Haiyang Wang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 206 citations

Computing, Computer Science, Machine Learning +16