Publications

Publications (Including submitted work)

• J. Deng, X. Yang, J. Yu, J. Liu, Z. Shen, D. Huang, H. Cheng. Network Tight Community Detection. International Conference on Machine Learning (to appear), 2024.

• Z. Shen, M.-J. Lai, S. Li. Graph-based Semi-supervised Local Clustering with Few Labeled Nodes, International Joint Conference on Artificial Intelligence (Top AI conference with 15% acceptance rate), 2023

•  M.-J. Lai and Z. Shen (α-β). A Compressed Sensing Based Least Squares Approach to Semi-supervised Local Cluster Extraction, Journal of Scientific Computing, 94, (63) 2023.

• R. Feng, A. Huang, M.-J. Lai, Z. Shen (α-β). Reconstruction of Sparse Polynomials via Quasi-Orthogonal Matching Pursuit Method, Journal of Computational Mathematics, Vol. 41, 18–38 (2023).

• Z. Shen and L. Rempe-Gillen. The Exponential Map is Chaotic: An Invitation to Transcendental Dynamics, The American Mathematical Monthly, 122 (10), pp. 919-940 (2015)

• K. Allen, M.-J. Lai, Z. Shen (α-β). Maximal Volume Matrix Cross Approximation for Image Compression and Least Squares Solution. Submitted, 2023

• M.-J. Lai and Z. Shen (α-β). The Kolmogorov Superposition Theorem can Break the Curse of Dimensionality When Approximating High Dimensional Functions. Submitted, 2023.

• J. Smith, H. Tran, Z. Shen, G. Zhang, M. Chi. Reconstruction of Diffraction Patterns in 4D-STEM via Compressive Sensing and Neural Network. Submitted, 2024.

• Z. Shen, M. Wang, G. Cheng, M.-J. Lai, L. Mu, R. Huang, Q. Liu, H. Zhu. Tree-based Ensemble Learning for Out-of-distribution Detection. Submitted, 2024

• M.-J. Lai and Z. Shen (α-β). The Optimal Rate for Linear LKB-spline Approximation of High Dimensional Continuous Functions and its Application. Submitted, 2024.

• F. Chung, M. Rawson, Z. Shen, N. Sieger, M. Xu (α-β). Ricci Curvatures in Random Clustering Graphs. Submitted, 2024

Preprints

• M.-J. Lai and Z. Shen (α-β). A Quasi-Orthogonal Matching Pursuit Algorithm for Compressive Sensing, arXiv:2007.09534, 2020

• D. Cariolaro, Z. Shen, Y. Zhang (α-β). Group Testing with Pools of Fixed Size, arXiv:1407.3631, 2014

       *α-β indicates that the authors are listed alphabetically.