EDUCATION
PhD Statistics, Department of Mathematics and Statistics, Lancaster University 10/2017 – 03/2021
Funded by ESRC AQM Pathway
PhD Thesis title: Contributions to Robust Estimation in Time Series
RESEARCH INTEREST
Rank-based estimation/test, Optimal transport, Riemannian geometry, Time series, Generalized dynamic factor models.
PUBLICATIONS
1. Center-outward R-estimation for semiparametric VARMA models (with M. Hallin、D. La Vecchia), 2022, Journal of the American Statistical Association.
2. R-estimators in GARCH models: asymptotics and applications (with K. Mukherjee), 2022, The Econometrics Journal.
3. Rank-based testing for semiparametric VAR models: a measure transportation approach (with M. Hallin、D. La Vecchia), 2023, Bernoulli.
4. Center-outward Rank-and Sign-based VARMA Portmanteau Tests (with M. Hallin), 2023, Econometrics and Statistics.
5. M-estimation in GARCH Models in the Absence of Higher-Order Moments (with M. Hallin and K. Mukherjee), 2023, Research Papers in Statistical Inference for Time Series and Related Models: Essays in Honor of Masanobu Taniguchi, Springer.
6. Some Novel Aspects of Quantile Regression: local stationarity, random forests and optimal transportation. Recent Advances in Econometrics and Statistics - Festschrift in Honour of Marc Hallin, Springer.
7. Nonparametric Measure-Transportation-Based Methods for Directional Data (with M. Hallin and T. Verdebout), 2024, Journal of the Royal Statistical Society, Series B.
8. General Spatio-Temporal Factor Models for High-Dimensional Random Fields on a Lattice (with M. Barigozzi and D. La Vecchia), Annals of Statistics, to appear.
WORKING PAPERS
1. Inference via robust optimal transportation: theory and methods (with Y.M. Ma, D. La Vecchia and M. Lerasle), arXiv preprint arXiv:2301.06297.
2. Quantiles, ranks and signs in metric spaces (with X.Q. Wang and J. Zhu), arXiv preprint arXiv:2209.04090.
PRESENTATIONS
Invited conference talks:
2024, International Conference on Computational Statistics, Giessen, Germany
2024, Dushu meeting & the 4th youth academic seminar, Suzhou, China
2024, ICSA 2024 China Conference, Wuhan, China
2020, STOR-i workshop on time-series and spatial statistics, Lancaster, UK.
2018, ITISE 2018 (International conference on Time Series and Forecasting), Granada, Spain.
2018, SIAM National Student Chapter Conference 2018, Bath, UK.
2017, LaWa workshop 2017, Lancaster, UK.
PROFESSIONAL SERVICES
Journal refereeing: Journal of the American Statistical Association, Journal of Multivariate Analysis, Biometrika
Grants
1. National Natural Science Foundation of China (2025-2027, Principal Investigator, single applicant): The optimal-transport-based theoretical and methodological study on nonparametric statistics for spherical data.
2. University of Science and Technology of China (2022-2023, Principal Investigator, single applicant): Generalized dynamic factor models for high-dimensional spatio-temporal data.
3. University of Science and Technology of China (2022-2023): Big data on dual carbon energy.
4. ESRC PhD Research program (2017-2021): Robust estimation and resampling in financial time series models
OVERSEAS INSTITUTION VISIT
2024, Dept of Mathematics, Universite Libre de Bruxelles
2019, Research Center for Statistics, University of Geneva
For students who are self-motivated, interested in Riemannian Geometry and Optimal Transport, please do not hesitate to contact me!