Publications

* students under supervision; † equal contribution.

  1. Online learning of functional principal component analysis for multidimensional functional data
    M. Nanshan*, N. Zhang, and J. Cao
    Journal of the American Statistical Association, 2026, to appear  
  2. Efficient variational inference for log-Gaussian Cox processes via Voronoi tessellation
    Y. Liu*, J. Qu*, S. Cao, C. Zhang, and N. Zhang
    In Advances in Neural Information Processing Systems (NeurIPS), 2026
  3. Leverage classifier: another look at support vector machine
    Y. Han, J. Yu, N. Zhang, C. Meng, P. Ma, W. Zhong, and C. Zou
    Statistica Sinica, 2025
  4. Simulation and assimilation of the digital human brain
    The DTB Consortium
    Nature Computational Science, 2024
  5. Functional linear quantile regression on a two-dimensional domain
    N. Zhang, P. Liu, L. Kong, B. Jiang, and J. Z. Huang
    Bernoulli, 2024
  6. Contextual tensor decomposition by projected alternating least squares
    N. Zhang, Y. Liu*, and J. Yang*
    Communications in Statistics - Simulation and Computation, 2024
  7. Bias-aware Boolean matrix factorization using disentangled representation learning
    X. Wang, J. Wang, T. Zhao, Y. Wang, N. Zhang, Y. Zang, S. Cao, and C. Zhang
    In Conference on Uncertainty in Artificial Intelligence (UAI), 2024
  8. A joint estimation approach to sparse additive ordinary differential equations
    N. Zhang, M. Nanshan*, and J. Cao
    Statistics and Computing, 2022  
  9. Density regression with conditional support points
    Y. Chen* and N. Zhang
    Technometrics, 2022
  10. Dynamical modeling for non-Gaussian data with high-dimensional sparse ordinary differential equations
    M. Nanshan*, N. Zhang, X. Xun, and J. Cao
    Computational Statistics & Data Analysis, 2022
  11. Exponential family tensor completion with auxiliary information
    J. Yang* and N. Zhang
    Stat, 2020
  12. Adaptive basis selection for exponential family smoothing splines with application in joint modeling of multiple sequencing samples
    P. Ma†, N. Zhang†, J. Z. Huang, and W. Zhong
    Statistica Sinica, 2017  
  13. Uncovering the spatio-temporal dynamics of memes in the presence of incomplete information
    H. Ge, J. Caverlee, N. Zhang, and A. Squicciarini
    In Conference on Information and Knowledge Management (CIKM), 2016
  14. Efficient computation of smoothing splines via adaptive basis sampling
    P. Ma, J. Z. Huang, and N. Zhang
    Biometrika, 2015