Diffusion-Based Time Series Data Imputation for Cloud Failure Prediction at Microsoft 365

Author:

Yang Fangkai1,Yin Wenjie2,Wang Lu1,Li Tianci1,Zhao Pu1,Liu Bo3,Wang Paul3,Qiao Bo1,Liu Yudong1,Björkman Mårten2,Rajmohan Saravan4,Lin Qingwei1,Zhang Dongmei1

Affiliation:

1. Microsoft, Beijing, China

2. KTH Royal Institute of Technology, Stockholm, Sweden

3. Microsoft, Suzhou, China

4. Microsoft, Redmond, USA

Publisher

ACM

Reference43 articles.

1. Juan Miguel Lopez Alcaraz and Nils Strodthoff. 2022. Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models. arXiv preprint arXiv:2208.09399. Juan Miguel Lopez Alcaraz and Nils Strodthoff. 2022. Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models. arXiv preprint arXiv:2208.09399.

2. Monitoring hard disks with SMART;Allen Bruce;Linux Journal,2004

3. Kendall Atkinson , Weimin Han , and David E Stewart . 2011. Numerical solution of ordinary differential equations . John Wiley & Sons . Kendall Atkinson, Weimin Han, and David E Stewart. 2011. Numerical solution of ordinary differential equations. John Wiley & Sons.

4. Mirela Madalina Botezatu , Ioana Giurgiu , Jasmina Bogojeska , and Dorothea Wiesmann . 2016 . Predicting disk replacement towards reliable data centers . In Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 39–48 . Mirela Madalina Botezatu, Ioana Giurgiu, Jasmina Bogojeska, and Dorothea Wiesmann. 2016. Predicting disk replacement towards reliable data centers. In Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 39–48.

5. Wei Cao , Dong Wang , Jian Li , Hao Zhou , Lei Li , and Yitan Li . 2018 . Brits: Bidirectional recurrent imputation for time series. Advances in neural information processing systems, 31 (2018). Wei Cao, Dong Wang, Jian Li, Hao Zhou, Lei Li, and Yitan Li. 2018. Brits: Bidirectional recurrent imputation for time series. Advances in neural information processing systems, 31 (2018).

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