Additional Campus Affiliations
Assistant Professor, Statistics
Recent Publications
Allen, G. I., Gan, L., & Zheng, L. (2024). Interpretable Machine Learning for Discovery: Statistical Challenges and Opportunities. Annual Review of Statistics and Its Application, 11(1), 97-121. https://doi.org/10.1146/annurev-statistics-040120-030919
Zheng, L., & Allen, G. I. (2024). Graphical Model Inference with Erosely Measured Data. Journal of the American Statistical Association, 119(547), 2282-2293. https://doi.org/10.1080/01621459.2023.2256503
Chang, A., Zheng, L., Dasarathy, G., & Allen, G. I. (2023). Nonparanormal graph quilting with applications to calcium imaging. Stat, 12(1), Article e623. https://doi.org/10.1002/sta4.623
Chen, H., Zheng, L., Kontar, R. A., & Raskutti, G. (2022). Gaussian Process Parameter Estimation Using Mini-batch Stochastic Gradient Descent: Convergence Guarantees and Empirical Benefits. Journal of Machine Learning Research, 23, Article 227.
Zheng, L., Rewolinski, Z. T., & Allen, G. I. (2022). A Low-Rank Tensor Completion Approach for Imputing Functional Neuronal Data from Multiple Recordings. In 2022 IEEE Data Science and Learning Workshop, DSLW 2022 (2022 IEEE Data Science and Learning Workshop, DSLW 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/DSLW53931.2022.9820079