Technical Reports

  1. * Cai, T. T. and Guo, Z. (2018).
    Semi-supervised Inference for Explained Variance in High-dimensional Linear Regression and Its Applications.
    Submitted.
  2. Guo, Z., Kang, H., Cai, T. T. and Small, D. S. (2016).
    Testing Endogeneity with High Dimensional Covariates.
    Technical Report.
  3. * indicates alphabetical ordering authorship.

Publications (* indicates alphabetical ordering authorship.)

  1. Guo, Z., Kang, H., Cai, T. T. and Small, D. S. (2016).
    Confidence Intervals for Causal Effects with Invalid Instruments using Two-Stage Hard Thresholding with Voting.
    Journal of the Royal Statistical Society: Series B, to appear.
  2. Guo, Z., Wang, W., Cai, T. T. and Li, H. (2017).
    Optimal Estimation of Genetic Relatedness in High-dimensional Linear Models.
    Journal of the American Statistical Association, to appear.
    IMS Travel Award, JSM 2017
  3. * Cai, T. T. and Guo, Z. (2017).
    Accuracy Assessment for High-dimensional Linear Regression.
    The Annals of Statistics, to appear.

  4. Guo, Z., Small, D. S., Gansky, S. A. and Cheng, J. (2017).
    Mediation Analysis for Count and Zero-Inflated Count Data without Sequential Ignorability.
    Journal of the Royal Statistical Society: Series C, to appear.
  5. Cheng J., Cheng, N. F., Guo, Z., Gregorich, S., Ismail, A. I. and Gansky, S. A. (2016).
    Mediation Analysis for Count and Zero-Inflated Count Data.
    Statistical Methods in Medical Research, to appear.
  6. * Cai, T. T. and Guo, Z. (2017).
    Confidence Intervals for High-Dimensional Linear Regression: Minimax Rates and Adaptivity.
    The Annals of Statistics, 45(2), 615-646.
  7. Guo, Z. and Small, D. S. (2016).
    Control Function Instrumental Variable Estimation of Nonlinear Causal Effect Models.
    Journal of Machine Learning Research, 17(100):1-35, 2016.
  8. Guo, Z., Cheng, J.,Lorch, S. A. and Small, D. S. (2014).
    Using an Instrumental Variable to Test for Unmeasured Confounding.
    Statistics in Medicine, 33, 3528 - 3546.
    Young Investigator Award, Section on Statistics in Epidemiology, JSM 2013
  9. Guo, Z., Kogan, R., Qiu, H., and Strichartz, R. S.(2014).
    Boundary value problems for a family of domains in the Sierpinski gasket.
    Illinois Journal of Mathematics, 58, 497 - 519.