Dr. Jiao received his PhD in statistics from University of California, Davis in 2019. He is interested in developing novel statistical methodologies to unravel the hidden structure of large-scale neuroimaging data with the functional data toolbox. His research is also applicable in many other areas such as environmetrics and econometrics.
Journal
- Jiao, Shuhao. & Chan, Ngai-Hang. (2024). Coefficient Shape Alignment in Multivariate Functional Regression. Journal of the American Statistical Association. (accept). doi:http://arxiv.org/abs/2312.01925
- Jiao, Shuhao. , Frostig, Ron. & Ombao, Hernando. (2024). Filtrated Common Functional Principal Component Analysis for Multi-group Functional Data. Annals of Applied Statistics. 18/2. 1160 - 1177. doi:10.1214/23-AOAS1827
- Jiao, Shuhao. , Frostig, Ron. & Ombao, Hernando. (2023). Break Point Detection for Functional Covariance. Scandinavia Journal of Statistics. 50/2. 477 - 512.
- Jiao, Shuhao. , Chan, Ngai-Hang. & Yau, Chun-Yip. (2023). Enhanced Change Point Detection in Functional Means. Statistica Sinica. doi:10.5705/ss.202022.0312
- Jiao, Shuhao. , Aue, Alexander. & Ombao, Hernando. (2023). Functional Time Series Prediction Under Partial Observation of the Future Curve. Journal of the American Statistical Association. 118/541. 315 - 316.
- Jiao, Shuhao. , Frostig, Ron. & Ombao, Hernando. (2023). Variation Pattern Classification of Functional Data. Canadian Journal of Statistics. 51/4. 943 - 958.
- Jiao, Shuhao. & Ombao, Hernando. (2021). Shape-preserving Prediction for Stationary Functional Time Series. Electronic Journal of Statistics. 15/2. 3996 - 4026.
Preprints
- Anass B. El-Yaagoubi, Shuhao Jiao, Moo K. Chung, Hernando Ombao. (2024+) Spectral Topological Data Analysis of Brain Signals. (submitted) DOI: https://arxiv.org/abs/2401.05343
Working papers
- Filtrated Multivariate Functional Regression.
- Nonlinear Multivariate Functional Regression with Structured Deep Neural Network.
- Coefficient Shape Transfer for Functional Linear Models
Last update date :
18 Sep 2024