Selected Publications
🎒 indicates student authors under my supervision. ✉ indicates the corresponding author.
Awan, J., Cai, Z. (2023) One step to efficient synthetic data, Statistica Sinica.
Xia, X.🎒, Cai, Z. (2023) Adaptive false discovery rate control with privacy guarantee, Journal of Machine Learning Research.
Cai, Z.✉, Lei, J., Roeder, K. (2023) Asymptotic distribution-free independence test for high dimension data, Journal of the American Statistical Association. Python code
Du, J., Cai, Z., Roeder, K. (2022) Robust probabilistic modeling for single-cell multimodal mosaic integration and imputation via scVAEIT, Proceedings of the National Academy of Sciences. Python package
Cai, Z., Li, C., Wen, J., Yang, S. (2022) Asset splitting algorithm for ultrahigh dimensional portfolio selection and its theoretical property, Journal of Econometrics.
Cai, Z., Lei, J., Roeder, K. (2022) Model-free prediction test with application to genomics data, Proceedings of the National Academy of Sciences.
Cai, Z., Zhang, Y., Li, R. (2022) A distribution-free conditional independence test with application to causal discovery, Journal of Machine Learning Research. R package
Tong, Z., Cai, Z.✉, Yang, S., Li, R. (2022) Model-free conditional feature screening with FDR control, Journal of the American Statistical Association.
Cai, Z., Xi, D., Zhu, X., Li, R. (2022) Causal discoveries for high dimensional mixed data, Statistics in Medicine. R code
Zhu, X., Cai, Z.✉, Ma, Y. (2021) Network functional autoregression model, Journal of the American Statistical Association. R code
Cai, Z., Li, R., Zhu, L. (2020) Online sufficient dimension reduction through sliced inverse regression, Journal of Machine Learning Research, 21(10):1−25.
Preprints
Kanrar, R.🎒, Jiang, F., Cai, Z. (2024) Model-free Change-point Detection Using Modern Classifiers.
Xia, X.🎒, Zhang, L., Cai, Z. (2024) Differentially private sliced inverse regression: minimax optimality and algorithm. [Winner of the 2024 IMS Hannan Graduate Student Travel Award]
Cai, Z., Li, S., Xia, X.🎒, Zhang, L. (2023) Private estimation and inference in high-dimensional regression with FDR control.
Cai, Z. (2023) Robust model selection with application in single-cell multiomics data.