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深空探测智能化，轻量级深度学习理论、算法及系统
低速无人车智能系统
大数据分析，张量学习
人工智能，模式识别
- Tenghui Li,Guoxu Zhou*,Yuning Qiu,Qibin Zhao,Toward Understanding Convolutional Neural Networks from Volterra Convolution Perspective.Journal of Machine Learning Research,2022,23(311):1-50.
- Yuyuan Yu,Guoxu Zhou*,Haonan Huang,QIbin Zhao,Shengli Xie,A semi-supervised label-driven auto-weighted strategy for multi-view data classification.Knowledge-Based Systems,2022,255
- Jinshi Yu,Tao Zhou*,Guoxu Zhou,Low tensor-ring rank completion: parallel matrix factorization with smoothness on latent space.Neural Computing and Applications,2022,357003–7016.
- Haonan Huang,Guoxu Zhou*,Naiyao Liang,Qibin Zhao,Shengli Xie,Diverse deep matrix factorization with hypergraph regularization for multiview data representation.IEEE/CAA Journal of Automatica Sinica,2022,1-14.
- Yuyuan Yu,Guoxu Zhou*,Ning Zheng,Yuning Qiu,Shengli Xie,Qibin Zhao,Graph-regularized non-negative tensor-ring decomposition for multiway representation learning.IEEE Transactions on Cybernetics,2022,1-14.
- Xinqi Chen,Yuning Qiu,Weicai Liang,Guoxu Zhou*,Shengli Xie,Spatial Information Regularized Tensor Decomposition Framework for Super-Resolution Reconstruction of Medical MRI and Radiographs.IEEE Transactions on Computational Imaging,2022,8865-878.
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