IPOC: An Adaptive Interval Prediction Model based on Online Chasing and Conformal Inference for Large-Scale Systems

Author:

Chen Jiadong1ORCID,Luo Yang1ORCID,Huang Xiuqi1ORCID,Jiang Fuxin2ORCID,Shi Yangguang3ORCID,Zhang Tieying4ORCID,Gao Xiaofeng1ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Bytedance Inc., Beijing, China

3. Shandong University, Qingdao, China

4. Bytedance Inc., San Jose, CA, USA

Funder

National Key R&D Program of China

Shanghai Municipal Science and Technology Major Project

National Natural Science Foundation of China

Publisher

ACM

Reference51 articles.

1. Private and Online Learnability Are Equivalent

2. Shivani Arbat , Vinodh Kumaran Jayakumar , Jaewoo Lee , Wei Wang , and In Kee Kim . 2022 . Wasserstein Adversarial Transformer for Cloud Workload Prediction. In Conference on Artificial Intelligence (AAAI). 12433--12439 . Shivani Arbat, Vinodh Kumaran Jayakumar, Jaewoo Lee, Wei Wang, and In Kee Kim. 2022. Wasserstein Adversarial Transformer for Cloud Workload Prediction. In Conference on Artificial Intelligence (AAAI). 12433--12439.

3. Rina Foygel Barber , Emmanuel J Candes , Aaditya Ramdas , and Ryan J Tibshirani . 2022. Conformal prediction beyond exchangeability. arXiv preprint arXiv:2202.13415 ( 2022 ). Rina Foygel Barber, Emmanuel J Candes, Aaditya Ramdas, and Ryan J Tibshirani. 2022. Conformal prediction beyond exchangeability. arXiv preprint arXiv:2202.13415 (2022).

4. Some Recent Advances in Forecasting and Control

5. Bagging predictors

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