Unsupervised Anomaly Detection & Diagnosis: A Stein Variational Gradient Descent Approach

Author:

Chen Zhichao1ORCID,Ding Leilei1ORCID,Huang Jianmin1ORCID,Chu Zhixuan1ORCID,Dai Qingyang1ORCID,Wang Hao1ORCID

Affiliation:

1. Ant Group, Hangzhou, China

Publisher

ACM

Reference21 articles.

1. Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization

2. GluonTS: Probabilistic and Neural Time Series Modeling in Python;Alexandrov Alexander;Journal of Machine Learning Research,2020

3. Mislav Balunovic , Anian Ruoss , and Martin Vechev . 2021 . Fair Normalizing Flows. In International Conference on Learning Representations. Mislav Balunovic, Anian Ruoss, and Martin Vechev. 2021. Fair Normalizing Flows. In International Conference on Learning Representations.

4. Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang and Yue Zhao. 2022. ADBench: Anomaly Detection Benchmark. In Neural Information Processing Systems (NeurIPS). Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang and Yue Zhao. 2022. ADBench: Anomaly Detection Benchmark. In Neural Information Processing Systems (NeurIPS).

5. Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding

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1. Attempt of Graph Neural Network Algorithm in the Field of Financial Anomaly Detection;Lecture Notes in Electrical Engineering;2024

2. Temporal Attention Convolutional Neural Networks Based on LSTM-Encoder for Time Series Forecasting;2023 International Conference on Networks, Communications and Intelligent Computing (NCIC);2023-11-17

3. Research on Graph Neural Network Algorithms for Financial Anomaly Detection;2023 International Conference on Networks, Communications and Intelligent Computing (NCIC);2023-11-17

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