DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection

Author:

Yang Yiyuan1ORCID,Zhang Chaoli2ORCID,Zhou Tian2ORCID,Wen Qingsong3ORCID,Sun Liang3ORCID

Affiliation:

1. University of Oxford, Oxford, United Kingdom

2. Alibaba Group, Hangzhou, China

3. Alibaba Group, Bellevue, USA

Publisher

ACM

Reference88 articles.

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

2. Ryan Prescott Adams and David JC MacKay . 2007. Bayesian online changepoint detection. arXiv preprint arXiv:0710.3742 ( 2007 ). Ryan Prescott Adams and David JC MacKay. 2007. Bayesian online changepoint detection. arXiv preprint arXiv:0710.3742 (2007).

3. Archana Anandakrishnan , Senthil Kumar , Alexander Statnikov , Tanveer Faruquie , and Di Xu . 2018 . Anomaly detection in finance: editors' introduction . In KDD 2017 Workshop on Anomaly Detection in Finance. PMLR, 1--7. Archana Anandakrishnan, Senthil Kumar, Alexander Statnikov, Tanveer Faruquie, and Di Xu. 2018. Anomaly detection in finance: editors' introduction. In KDD 2017 Workshop on Anomaly Detection in Finance. PMLR, 1--7.

4. OD Anderson . 1976. Time-Series . 2 nd edn. OD Anderson. 1976. Time-Series. 2nd edn.

5. Rafal Angryk , Petrus Martens , Berkay Aydin , Dustin Kempton , Sushant Mahajan , Sunitha Basodi , Azim Ahmadzadeh , Xumin Cai , Soukaina Filali Boubrahimi , Shah Muhammad Hamdi, Micheal Schuh, and Manolis Georgoulis. 2020 . SWAN-SF. https://doi.org/10.7910/DVN/EBCFKM 10.7910/DVN Rafal Angryk, Petrus Martens, Berkay Aydin, Dustin Kempton, Sushant Mahajan, Sunitha Basodi, Azim Ahmadzadeh, Xumin Cai, Soukaina Filali Boubrahimi, Shah Muhammad Hamdi, Micheal Schuh, and Manolis Georgoulis. 2020. SWAN-SF. https://doi.org/10.7910/DVN/EBCFKM

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