Publications

  • Manifold learning: what, how, and why
    Marina Meilă and Hanyu Zhang
    arXiv preprint arXiv:2311.03757 2023.
    https://arxiv.org/pdf/2311.03757.pdf
  • Skeleton clustering: Dimension-free density-aided clustering
    Zeyu Wei and Yen-Chi Chen
    JASA 2023.
    https://doi.org/10.1080/01621459.2023.2174122
  • Helmholtzian Eigenmap: Topological feature discovery & edge flow learning from point cloud data
    Chen, Yu-Chia, Wu, Weicheng, Meilă, Marina,and Kevrekidis, Ioannis G
    arXiv preprint arXiv:2103.076262021
  • A statistical framework for measuring the temporal stability of human mobility patterns
    Dong, Z,Chen, Y C,and Dobra, A
    J. Appl. Stat. 2021
  • Refined mode-clustering via the gradient of slope
    Zhang, Kunhui,and Chen, Yen-Chi
    Stats 2021
  • Manifold Coordinates with Physical Meaning
    Koelle, Samson,Zhang, Hanyu,Meila, Marina,and Chen, Yu-Chia
    arXiv preprint arXiv:1811.11891 2021
  • The decomposition of the higher-order homology embedding constructed from the k -Laplacian
    Chen, Yu-Chia, and Meilă, Marina
    arXiv preprint arXiv:2107.10970 2021
  • Tangent Space Least Adaptive Clustering
    Buenfil, James, Koelle, Samson J, and Meila, Marina
    ICML 2021 Workshop on Unsupervised Reinforcement Learning 2021
  • The decomposition of the higher-order homology embedding constructed from the k -Laplacian
    Chen, Yu-Chia, and Meilă, Marina
    arXiv preprint arXiv:2107.10970 2021
  • Water-Accelerated Photo-oxidation of CH3NH3PbI3 Perovskite: Mechanism, rate orders, and rate constants
    Siegler, Timothy, Dunlap-Shohl, Wiley, Meng, Yuhuan, Kau, Wylie, Sunkari, Preetham, Tsai, Chang-En, Armstrong, Zachary, Chen, Yu-Chia, Beck, David, Meila, Marina, and others,
    2021
  • The EM Perspective of Directional Mean Shift Algorithm
    Zhang, Yikun, and Chen, Yen-Chi
    2021
  • Linear Convergence of the Subspace Constrained Mean Shift Algorithm: From Euclidean to Directional Data
    Zhang, Yikun, and Chen, Yen-Chi
    2021
  • Handbook of mixture analysis
    Chen, Yen-Chi
    J. Am. Stat. Assoc. 2020
  • Kernel smoothing, mean shift, and their learning theory with directional data
    Zhang, Y, and Chen, Y C
    arXiv preprint arXiv:2010.13523 2020
  • Solution manifold and its statistical applications
    Chen, Y C
    arXiv preprint arXiv:2002.05297 2020
  • Measuring human activity spaces from GPS data with density ranking and summary curves
    Chen, Y C, and Dobra, A
    Ann. Appl. Stat. 2020
  • Selecting the independent coordinates of manifolds with large aspect ratios
    Chen, Yu-Chia, and Meila, Marina
    Advances in Neural Information Processing Systems 2019
  • Manifold coordinates with physical meaning
    Koelle, Samson, Zhang, Hanyu, Meila, Marina, and Chen, Yu-Chia
    NeurIPS 2019 Workshop on Machine Learning for Physical Sciences 2019
  • A regression approach for explaining manifold embedding coordinates
    Meila, Marina, Koelle, Samson, and Zhang, Hanyu
    arXiv preprint arXiv:1811.11891 2018