A survey of class-imbalanced semi-supervised learning

Author:

Gui Qian,Zhou Hong,Guo Na,Niu BaoningORCID

Funder

National Natural Science Foundation of China

Shanxi Provincial Key Research and Development Project

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Software

Reference105 articles.

1. Berthelot, D., Carlini, N., & Goodfellow, I. J., et al. (2019). Mixmatch: A holistic approach to semi-supervised learning. In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS, Vancouver, BC, Canada.

2. Berthelot, D., Carlini, N., & Cubuk, E. D., et al. (2020). Remixmatch: Semi-supervised learning with distribution matching and augmentation anchoring. In 8th International Conference on Learning Representations, ICLR 2020, Addis Ababa, Ethiopia.

3. Brown, T. B., Mann, B., & Ryder, N., et al. (2020). Language models are few-shot learners. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020.

4. Buda, M., Maki, A., & Mazurowski, M. A. (2018). A systematic study of the class imbalance problem in convolutional neural networks. Neural Networks, 106, 249–259.

5. Byrd, J., & Lipton, Z. C. (2019). What is the effect of importance weighting in deep learning? In Proceedings of the 36th International Conference on Machine Learning, ICML 2019, 9-15 June 2019, Long Beach, California, USA, Proceedings of Machine Learning Research, vol 97. PMLR, pp 872–881.

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