Semi-supervised Drifted Stream Learning with Short Lookback

Author:

Ren Weijieying1,Wang Pengyang2,Li Xiaolin3,Hughes Charles E.1,Fu Yanjie1

Affiliation:

1. University of Central Florida, Orlando, FL, USA

2. University of Macau, Macau, China

3. Nanjing University, Nanjing, China

Funder

National Science Foundation

U.S. Department of Education

Publisher

ACM

Reference27 articles.

1. David Berthelot , Nicholas Carlini , Ian Goodfellow , Nicolas Papernot , Avital Oliver , and Colin Raffel . 2019 . Mixmatch: A holistic approach to semi-supervised learning. arXiv preprint arXiv:1905.02249 (2019). David Berthelot, Nicholas Carlini, Ian Goodfellow, Nicolas Papernot, Avital Oliver, and Colin Raffel. 2019. Mixmatch: A holistic approach to semi-supervised learning. arXiv preprint arXiv:1905.02249 (2019).

2. Aristotelis Chrysakis and Marie-Francine Moens . 2020 . Online continual learning from imbalanced data . In International Conference on Machine Learning. PMLR. Aristotelis Chrysakis and Marie-Francine Moens. 2020. Online continual learning from imbalanced data. In International Conference on Machine Learning. PMLR.

3. Danruo Deng , Guangyong Chen , Jianye Hao , Qiong Wang , and Pheng-Ann Heng . 2021 . Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning . Advances in Neural Information Processing Systems , Vol. 34 (2021). Danruo Deng, Guangyong Chen, Jianye Hao, Qiong Wang, and Pheng-Ann Heng. 2021. Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning. Advances in Neural Information Processing Systems, Vol. 34 (2021).

4. Unsupervised Visual Domain Adaptation Using Subspace Alignment

5. RECORD: Resource Constrained Semi-Supervised Learning under Distribution Shift

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1. T-SaS: Toward Shift-aware Dynamic Adaptation for Streaming Data;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

2. Semi-supervised One-pass Learning under Distribution Shift;Proceedings of the 2023 6th International Conference on Big Data Technologies;2023-09-22

3. Mitigating Popularity Bias in Recommendation with Unbalanced Interactions: A Gradient Perspective;2022 IEEE International Conference on Data Mining (ICDM);2022-11

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