Selected publication
Peng, J., Li, Y*., Yang, Y*., On Optimality of Mallows Model Averaging. Journal of the American Statistical Association, 120(550), 1152-1163, 2025.
Li, Y., Wu, M., Ma, S., Wu, M*., A General Mixture Model for Simultaneous Clustering and Gene Selection Using Single-Cell Transcriptomic Data. Genome Biology, published online, 2023.
Li, Y., Yang, H., Yu, H., Huang, H., Shen, Y*., Penalized Estimating Equations for Generalized Linear Models with Multiple Imputation. Annals of Applied Statistics, 17(3), 2345-2363, 2023.
Lin, C., Peng, J., Qin, Y., Li, Y*., Yang, Y., Optimal Integrating Learning for Split Questionnaire Design Type Data. Journal of Computational and Graphical Statistics, 32(3), 1009-1023, 2022.
Li, Y., Xu, S., Ma, S., Wu, M*., Network-based Cancer Heterogeneity Analysis Incorporating Multi-view of Prior Information. Bioinformatics, 38(10), 2855-2862, 2022.
Li, Y., Wang, F., Wu, M*., Ma, S., Integrative Functional Linear Model for Genome-Wide Association Studies with Multiple Traits. Biostatistics, 23(2), 574-590, 2022.
Qin, Y., Yu, L., Li, Y*., Iterative Connecting Probability Estimation for Networks. NeurIPS 2021, published online, 2021.
Shen, Y†., Li, C†., Dong, H†., Wang, Z., Martinez, L., Sun, Z., Handel, A., Chen, Z., Chen, E., Ebell, M., Wang, F., Yi, B., Wang, H., Wang, X., Wang, A., Chen, B., Qi, Y., Liang, L., Li, Y†., Ling, F*., Chen, J., Xu, G*., Community Outbreak Investigation of SARS-CoV-2 Transmission among Bus Riders in Eastern China. Journal of the American Medical Association Internal Medicine, 180(12), 1665-1671, 2020.
Li, Y., Luo, Y., Ferrari, D., Hu, X., Qin, Y*., Model Confidence Bounds for Variable Selection. Biometrics, 75(2), 392-403, 2019.
the full publication list
Book
Li, Y., Design and Modeling for Complex Survey, Science Press., 2024, ISBN: 9787030783066.
Yi, D., Li, Y., Statistical Methods in Traditional Chinese Medicine Research, Tsinghua University Press, 2020, ISBN: 9787302567332.
Shia, B-C., Li, Y., Kuang, H., From CATI to Data Mining, China Statistics Press, 2009, ISBN: 9787503756436.
Software
mcb: Model Confidence Bounds
censorcopula: Estimate Parameter of Bivariate Copula
AsthmaNHANES: Data Sets and Examples from National Health and Nutritional Examination Survey
HGMND: Heterogeneous Graphical Model for Non-Negative Data
LqG: Robust Group Variable Screening based on Maximum Lq-Likelihood Estimation
CARM: Covariate-Adjusted Adaptive Randomization via Mahalanobis-Distance
minb: Multiple-Inflated Negative Binomial Model
vsmi: Variable Selection for Multiple Imputed Data