Statistics and Machine Learning

  • Cai, Z., Li, R., Zhu, L. (2020) “Online Sufficient Dimension Reduction Through Sliced Inverse Regression”, Journal of Machine Learning Research, 21(10):1−25.

  • Cai, Z., Zhang, Y., Li, R. “A Distribution-Free Conditional Independence Test with Application to Causal Discovery”, accepted (conditional on minor revision), Journal of Machine Learning Research.

  • Cai, Z., Zhang, Y., Guo, X., Zhu, L., Li, R. “A Consistent Independence Test via Projected Mutual Information”, invited major revision, Journal of Econometrics.

  • Zhu, X., Cai, Z, Ma, Y. “Network Functional Autoregression Model”, invited major revision, Journal of the American Statistical Association.

  • Awan, J., Cai, Z. “One Step to Efficient Synthetic Data”, submitted.

  • Cai, Z., Xi, D., Zhu, X., Li, R. “Causal Discoveries for High Dimensional Mixed Data”, submitted.

  • Tong, Z., Cai, Z, Li, R. “Model-Free Conditional Feature Screening with FDR Control”, submitted.

Interdisciplinary Research