Publications

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., Guo, X., Zhu, L., Li, R. “A Consistent Independence Test via Projected Mutual Information”, major revision, Journal of Econometrics.

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

  • Cai, Z., Zhang, Y., Li, R. “A Distribution-Free Conditional Independence Test with Application to Causal Discovery”, under review, Journal of Machine Learning Research.

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

Interdisciplinary research.

  • Buu, Y., Cai, Z., Li, R., Wong, S., Lin, H., Su, W., Jorenby, D., Piper, M. (2020). “The association between short-term emotion dynamics and cigarette dependence symptomatology: a comprehensive examination of dynamic measures”, Drug and Alcohol Dependence, In press.

  • Buu, Y., Cai, Z., Li, R., Wong, S., Lin, H., Su, W., Jorenby, D., Piper, M. “Validating E-cigarette Dependence Scales Based on Dynamic Patterns of Vaping Behaviors”, submitted.