An asterisk (*) is used to indicate corresponding author.
Published
Guo, X., Li, Y., Hsing, T. (2026+). Variable Selection and Minimax Prediction in High-dimensional Functional Linear Model. Statistica Sinica (to appear). [Paper] [Arxiv] [Code]
Bian, Y., Guo, X., Wang, Y. (2025). Joint Modeling for Learning Decision-Making Dynamics in Behavioral Experiments. Annals of Applied Statistics (to appear). [Paper][Arxiv]
Guo, X., Zeng, D., Wang, Y. (2025). HMM for Discovering Decision-Making Dynamics Using Reinforcement Learning Experiments. Biostatistics. [Paper] [Arxiv] [Code]
Guo, X., Yang, B., Loh, J. M., Wang, Q., Wang, Y., (2024). A Hierarchical Random Effects State-space Model for Modeling Brain Activities from Electroencephalogram Data. Biometrics. [Paper] [Arxiv] [Code]
Yang, B., Guo, X., Loh, J. M., Wang, Q., Wang, Y., (2024). Learning Optimal Biomarker-Guided Treatment Policy for Chronic Disorders. Statistics in Medicine. [Paper]
Guo, X., Zeng, D., Wang, Y. (2024). A Semiparametric Inverse Reinforcement Learning Approach to Characterize Decision Making for Mental Disorders. Journal of the American Statistical Association. [Paper] [Code]
Guo, X., Qiu, Y., Nettleton, D., Schnable, P. S. (2023). High-Throughput Field Plant Phenotyping: A Self-Supervised Sequential CNN Method to Segment Overlapping Plants. Plant Phenomics. [Paper] [Code]
Guo, X., Qiu, Y., Nettleton, D., Yeh, C. T., Zheng, Z., Hey, S., Schnable, P. S. (2021). KAT4IA: K-means assisted training for image analysis of field-grown plant phenotypes. Plant Phenomics. [Paper] [Code]
Silva, F. A., Chatt, E. C., Mahalim, S. N., Guirgis, A., Guo, X., Nettleton, D., Nikolau, B. J., Thornburg, R. W. (2020). Metabolomic profiling of Nicotiana Spp. nectars indicate that pollinator feeding preference is a stronger determinant than plant phylogenetics in shaping nectar diversity. Metabolites.
Submitted
Li, M., Wang, X., Xu, S., Yin, Y., Guo, X.*, Song, D.* (2026+). spEnhance: A Computational Framework for Trustworthy Super-Resolution Enhancement in Spatial Omics.
Bian, Y., Wang, Y., Guo, X.* (2026+). Shared Hidden-factor Identification Framework for Multiple Behavioral Tasks.
Guo, X.*, Li, Y., Du, P. (2026+). Model Form Identification in High-Dimensional Functional Linear Regressions.
Guo, X.*, Cai, Z., Wang, Y., Zeng, D. (2026+). Double Machine Learning for Estimating Time-Varying Delayed and Instantaneous Effects Using Digital Phenotypes. [Arxiv]