Publications

  1. Change point inference in high-dimensional regression models under temporal dependence.
    Haotian Xu, Daren Wang, Zifeng Zhao, and Yi Yu
    Annals of Statistics (Accepted) arXiv

  2. Change point detection and inference in multivariate nonparametric models under mixing conditions.
    Carlos Misael Madrid Padilla, Haotian Xu, Daren Wang, Oscar Hernan Madrid Padilla, and Yi Yu
    NeurIPS (2024) arXiv

  3. Localising Change Points in Piecewise Polynomials of General Degrees.
    Yi Yu, Sabyasachi Chatterjee, and Haotian Xu
    Electronic Journal of Statistics, 16.1 (2022): 1855–1890 DOI

  4. Robust Two-Step Wavelet-Based Inferencefor Time Series Models.
    Stéphane Guerrier, Roberto Molinari, Maria-Pia Victoria-Feser, and Haotian Xu
    Journal of the American Statistical Association (Theory & Methods), 117.540 (2022): 1996-2013 DOI

  5. Wavelet-Based Moment-Matching Techniques for Inertial Sensor Calibration.
    Stéphane Guerrier, Juan Jurado, Mehran Khaghani, Gaetan Bakalli, Mucyo Karemera, Roberto Molinari, Samuel Orso, John Raquet, Christine Schubert Kabban, Jan Skaloud, Haotian Xu, and Yuming Zhang
    IEEE Transactions on Instrumentation and Measurement, 69.10 (2020): 7542-7551 DOI

  6. Multivariate Signal Modeling With Applications to Inertial Sensor Calibration.
    Haotian Xu, Stéphane Guerrier, Roberto Molinari, and Mucyo Karemera
    IEEE Transactions on Signal Processing, 67.19 (2019): 5143-5152 DOI

  7. Is nonmetastatic cutaneous melanoma predictable through genomic biomarkers?
    Mattia Branca, Samuel Orso, Roberto C Molinari, Haotian Xu, Stéphane Guerrier, Yuming Zhang, and Nabil Mili
    Melanoma Research, 28.1 (2018): 21-29 DOI

  8. An optimalvirtual inertial sensor framework using wavelet cross covariance.
    Yuming Zhang, Haotian Xu, Ahmed Radi, Roberto Molinari, Stéphane Guerrier, Mucyo Karemera, and Naser El-Sheimy
    In 2018 IEEE/ION Position, Locationand Navigation Symposium (PLANS) (pp. 1342-1350). IEEE

  9. A Study of the Allan Variance for Constant-Mean Nonstationary Processes.
    Haotian Xu, Stéphane Guerrier, Roberto Molinari, and Yuming Zhang
    IEEE Signal Processing Letters, 24.8 (2017): 1257-1260 DOI

Preprints

  1. Online network change point detection with missing values and temporal dependence.
    Haotian Xu, Paromita Dubey, and Yi Yu arXiv

  2. Nonasymptotic theories for tail-robust autocovariance matrix estimation methods.
    Haotian Xu, Yuan Ke, Stéphane Guerrier, and Runze Li

  3. Multiple Autocovariance Change-points Problems in High-dimensional Time Series.
    Haotian Xu, Di Xiao, and Yuan Ke

Ebook

  1. Applied Time Series Analysis with R.
    Stéphane Guerrier, Roberto Molinari, Haotian Xu, and Yuming Zhang
    Full text

Software

  1. changepoints, an R package containing several methods for change point localization.