Research

My work is mainly about manifold fitting and statistical inference with singularity.

Publication

Available online

2025

  1. Principal Decomposition with Nested Submanifolds
    Jiaji Su, and Zhigang Yao
    arXiv preprint arXiv:2502.10010, 2025
  2. Manifold Fitting Reveals Metabolomic Heterogeneity and Disease Associations in UK Biobank Populations
    Zhigang YaoJiaji Su, and Shing-Tung Yau
    Proceedings of the National Academy of Sciences, 2025

2024

  1. Manifold Fitting with CycleGAN
    Zhigang YaoJiaji Su, and Shing-Tung Yau
    Proceedings of the National Academy of Sciences, 2024

2023

  1. A Statistical Approach to Estimating Adsorption-Isotherm Parameters in Gradient-Elution Preparative Liquid Chromatography
    Jiaji SuZhigang Yao, Cheng Li , and Ye Zhang
    The Annals of Applied Statistics, 2023
  2. Manifold Fitting
    Zhigang YaoJiaji Su, Bingjie Li , and Shing-Tung Yau
    arXiv preprint arXiv:2304.07680, 2023

Talks