Xiaobo Shen
3 papers in the PaperMetrix corpus
Papers by this author
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When Gaussian Process Meets Big Data: A Review of Scalable GPs
2020 · IEEE Transactions on Neural Networks and Learning Systems
The vast quantity of information brought by big data as well as the evolving computer hardware encourages success stories in the machine learning community. In the meanwhile, it poses challenges for the Gaussian process regression …
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The Emerging Trends of Multi-Label Learning
2021 · IEEE Transactions on Pattern Analysis and Machine Intelligence
Exabytes of data are generated daily by humans, leading to the growing needs for new efforts in dealing with the grand challenges for multi-label learning brought by big data. For example, extreme multi-label classification is …
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Efficient Feature Reconstruction via <i>l</i> <sub>2,1</sub>-Norm Regularization for Few-Shot Classification
2023 · IEEE Transactions on Circuits and Systems for Video Technology
Few-shot classification, which aims to recognize novel classes with the aid of learned knowledge and a few labeled samples, remains challenging and draws emerging concerns in computer vision. Metric-based methods incorporate the idea of metric …