MingQing Xiao's headshot

MingQing Xiao

Professor, Director of Graduate Studies
mxiao@siu.edu
618-453-6587
Neckers 463
Mathematics, Statistics
 

Education

Ph.D., University of Illinois, 1997. Partial differential equations, control theory, optimization theory, dynamical systems, computational science.

Research Interests

Big Data Analysis, Machine Learning, Control Theory; Partial Differential Equations; Dynamical Systems; and Computational Science

Selected Publications

  1. L. Deng and M. Xiao, "Bridging Datasets and Hyperparameters: GCN-Based Link Prediction for Recommendation," in IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2026.3675022.
  2. L. Deng, M. Raissi and M. Xiao, "Deep Neural Network Parameter Selection via Dataset Similarity Under Meta-Learning Framework," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 48, no. 2, pp. 1860-1872, Feb. 2026, doi: 10.1109/TPAMI.2025.3618991.
  3. H. Zeng, W. Li, X. Peng and M. Xiao, "Multidimensional Imaging Data Completion via Weighted Three-Directional Minimax Concave Penalty Regularization," in IEEE Transactions on Image Processing, vol. 34, pp. 7801-7816, 2025, doi: 10.1109/TIP.2025.3633566.
  4. L. Deng, M. Raissi and M. Xiao, "Meta-Learning-Based Surrogate Models for Efficient Hyperparameter Optimization," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 48, no. 3, pp. 3931-3938, March 2026, doi: 10.1109/TPAMI.2025.3630178.
  5. Q. Luo, W. Li and M. Xiao, "Bayesian Dictionary Learning on Robust Tubal Transformed Tensor Factorization," in IEEE Transactions on Neural Networks and Learning Systems, vol. 35, no. 8, pp. 11091-11105, Aug. 2024, doi: 10.1109/TNNLS.2023.3248156.
  6. Q. Luo, M. Yang, W. Li and M. Xiao, "Multidimensional Data Processing With Bayesian Inference via Structural Block Decomposition," in IEEE Transactions on Cybernetics, vol. 54, no. 5, pp. 3132-3145, May 2024, doi:
  7. M. Yang, Q. Luo, W. Li and M. Xiao, "3-D Array Image Data Completion by Tensor Decomposition and Nonconvex Regularization Approach," in IEEE Transactions on Signal Processing, vol. 70, pp. 4291-4304, 2022, doi: 10.1109/TSP.2022.3201330.10.1109/TCYB.2023.3234356.
  8. L. Deng and M. Xiao, "A New Automatic Hyperparameter Recommendation Approach Under Low-Rank Tensor Completion e Framework," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 4, pp. 4038-4050, 1 April 2023, doi: 10.1109/TPAMI.2022.3195658