AI4OPT

Learning to Optimize

• J. Liu, J. Jin, X. Xiu*, J. Zhang, W. Liu, STAR-Net: An Interpretable Model-Aided Network for Remote Sensing Image Denoising, Pattern Recognition, 172: 112496, 2026
  

Tensor Optimization

• Y. Zhu, W. Liu, X. Xiu*, J. Sun, Sparse Tensor CCA via Manifold Optimization for Multi-View Learning, IEEE Transactions on Circuits and Systems for Video Technology, 2026
  
• J. Sun, X. Xiu, Z. Luo*, W. Liu, Learning High-Order Multi-View Representation by New Tensor Canonical Correlation Analysis, IEEE Transactions on Circuits and Systems for Video Technology, 33(10): 5645-5654, 2023
  

Sparse Optimization

• X. Xiu, C. Huang, P. Shang*, W. Liu, Bi-Sparse Unsupervised Feature Selection, IEEE Transactions on Image Processing, 34: 7407-7421, 2025
  
• X. Xiu, L. Pan, Y. Yang*, W. Liu, Efficient and Fast Joint Sparse Constrained Canonical Correlation Analysis for Fault Detection, IEEE Transactions on Neural Networks and Learning Systems, 35(3): 4153-4163, 2024
  
• X. Xiu, Z. Miao, Y. Yang*, W. Liu, Deep Canonical Correlation Analysis Using Sparsity-Constrained Optimization for Nonlinear Process Monitoring, IEEE Transactions on Industrial Informatics, 18(10): 6690-6699, 2022
  
• X. Xiu*, L. Kong, Y. Li, H. Qi, Iterative Reweighted Methods for L1-Lp Minimization, Computational Optimization and Applications, 70(1): 201-219, 2018