List of Publications

Selected papers

  1. Guo, X.,Wang, T. and Zhu, Lixing (2015). Model checking for parametric single-index models: A dimension-reduction model-adaptive approach, Journal of the Royal Statistical Society, series B., accepted. (pdf, codes, data)
  2. YU, Z., Dong, Y. X. and Zhu, J., Zhu, Lixing(2015). Trace Pursuit: A General Framework for Model-Free Variable Selection. Journal of the American Statistical Association, accepted.
  3. Xu, P. R., Zhu, J., Zhu, Lixing and Li, Y. (2015). Covariance-Enhanced Discriminant Analysis. Biometrika, 102, 33 - 45.
  4. Wang, T. Guo, X., Xu, P. R. and Zhu, Lixing (2014). Transformed sufficient dimension reduction. Biometrika, 101, 815 - 829.
  5. Xu, P. R., Zhu, Lixing and Li Y. (2014). Ultrahigh Dimensional Time Course Feature Selection. Biometrics, 70, 356- 365.
  6. Yu, Z., Zhu, L. P., Peng, H. and Zhu, Lixing (2013). Dimension Reduction and Predictor Selection in Semiparametric Models. Biometrika, 100, 641-654.
  7. Feng, Z. H., Wen, X. R., Yu, Z., Zhu, Lixing (2013). On Partial Sufficient Dimension Reduction with Applications to Partially Linear Multi-index Models, Journal of the American Statistical Association, 108, 237-246.
  8. Li, G. R., Peng, H., Zhang, J. and Zhu, Lixing (2012). Robust Rank Correlation Based on Screening. Annals of Statistics, 40, 1846 - 1877.
  9. Zhu, L.P., Li, L. X., Li, R. Z., and Zhu, Lixing (2011). Model-Free Feature Screening for Ultrahigh Dimensional Data, Journal of the American Statistical Association 106, 1464 - 1475.
  10. Cui, X., Härdle, W. and Zhu, Lixing (2011). Generalized single-index models: The EFM approach. Annals of Statistics, 39, No. 3, 1658 - 1688.
  11. Li, L., Zhu, L. P. and Zhu, Lixing (2011). Inference on Primary Parameter of Interest with Aid of Dimension Reduction Estimation. Journal of the Royal Statistical Society, series B., 73, 59-80.
  12. Li, L., Li, B., and Zhu, Lixing (2010). Groupwise Dimension Reduction. Journal of the American Statistical Association, 105, 1188-1201.
  13. Zhu, L. P., Zhu, Lixing, and Feng, Zhenghui (2010). Dimension Reduction in Regressions Through Cumulative Slicing Estimation. Journal of the American Statistical Association, 105, 1455-1466.
  14. Jane-Ling Wang, Liugen Xue, Zhu, Lixing and Yun Sam Chong (2010). Estimation for a partial-linear single-index model. Annals of Statistics, 38, 246-274.
  15. Zhu, L. P., Zhu, Lixing, Ferré, L. andWang, T. (2010). Sufficient Dimension Reduction Through Discretization-Expectation Estimation. Biometrika, 97. 295-304.
  16. Cui, X., Guo, W. S., Lin, L. and Zhu, Lixing (2009). Covariate-adjusted nonlinear regression. Annals of Statistics, 37, 1839-1870.
  17. Zhu, L. P. and Zhu, Lixing (2009). On Distribution Weighted Partial Least Squares With Diverging Number of Highly Correlated Predictors Diverging Number of Highly Correlated Predictors. Journal of the Royal Statistical Society, series B. 71, 525-548.
  18. Stute,W., Xu,W. L. and Zhu, Lixing (2008). Model Diagnosis for Parametric Regression in High Dimensional Spaces. Biometrika. 95. 1-17.
  19. Li, B., Wen, S. Q., and Zhu, Lixing (2008). On a projective resampling method for dimension reduction with multivariate responses. Journal of the American Statistical Association. 103, 1177-1186.
  20. Stute, W. Xue, L. G. and Zhu, Lixing (2007). Empirical Likelihood Inference In Nonlinear Errors-In-Covariables Models With Validation Data. Journal of the American Statistical Association, 102 332-346.
  21. Wang, Y., He, S., Zhu, Lixing and Yuen, K. C. (2007). Asymptotics for a censored generalized linear model with unknown link function. Probability Theory and Its Related Fields, 138, 235-267.
  22. Li, Y. X. and Zhu, Lixing (2007). Asymptotics for sliced average variance estimation. Annals of Statistics, 35, 41-69.
  23. Xue, L. G. and Zhu, Lixing (2007). Empirical Likelihood for a Varying Coefficient Model with Longitudinal Data. Journal of the American Statistical Association, 102, 642-654.
  24. Xue, L. G., and Zhu, Lixing (2007). Empirical likelihood semiparametric regression analysis for longitudinal data. Biometrika, 94, 921-937.
  25. Zhu, Lixing and Xue, L. G. (2006). Empirical likelihood confidence regions in a partially linear single-index model. Journal of the Royal Statistical Society, series B, 68, 549-570.
  26. Yuen, K. C., Shi, J. and Zhu, Lixing (2006). A k-sample Test with Interval Censored Data. Biometrika, 93, 315-328.
  27. Zhu, Lixing, Miao, B. Q. and Peng, H. (2006). On Sliced Inverse Regression with High Dimensional Covariates. Journal of the American Statistical Association, 101, 630-643.
  28. Stute, W., and Zhu, Lixing (2005). Nonparametric checks for single-index models. Annals of Statistics, 33, 1048-1083.
  29. He, X. and Zhu, Lixing (2003). A Lack-of-Fit Test for Quantile Regression. Journal of the American Statistical Association, 464, 1013-1022.
  30. Xia, Y., Li, W. K., Tong, H. and Zhu, Lixing (2002). An adaptive estimation of optimal regression subspace. Journal of Royal Statistical Society, Series B, 64, 363-410. Read Paper (it was read in Febrary meeting of the committee of Royal Statistical Society).
  31. Xia, Y., Li, W. K., Tong, H. and Zhu, Lixing (2000). On the estimation of an instantaneous transformation for time series. Journal of Royal Statistical Society, Series B, 62, 383-397.
  32. Neuhaus, G. and Zhu, Lixing (2000). Nonparametric Monte Carlo tests for multivariate distributions. Biometrika, 87, 919-928.
  33. Stute, W., Thies, S. and Zhu, Lixing (1998). Model checks for regression: An innovation process approach. Ann. Stat., 26, 1916-1934.
  34. Zhu, Lixing and Fang, K. T. (1996). Asymptotics for the kernel estimates of sliced inverse regression. Ann. Statist., 24, 1053-1067.

Accepted papers

Manuscripts

  1. Zhu, X. H. and Zhu, Lixing (2015). Dimension reduction-based significance testing in nonparametric regression. (pdf)
  2. Zhu, X. H., Zhu, Lixing and Guo, X. (2015). An adaptive-to-model test for partially parametric single-index models. (pdf)
  3. Zhu, R., Zou, G. H., Liang, H. and Zhu, Lixing (2013). Penalized Weighted Least Squares to Small Area Estimation.
  4. Wang, T., Wen, X. R. and Zhu, Lixing (2015). Multiple-population Shrinkage Estimation via Sliced Inverse Regression.
  5. Wang, T., Chen, M., Zhao, H. Y. and Zhu, Lixing (2015). Estimating a sparse reduction for general regression in high dimensions. (pdf)
  6. Tan, F. L., Zhu, X. H. and Zhu, Lixing (2016). A projection-based adaptive-to-model test for regressions (pdf)
  7. Niu, C. Z., Guo, X. and Zhu, Lixing (2015). Enhancements of nonparametric generalized likelihood ratio test: Bias-correction and dimension reduction.
  8. Niu, C. Z. and Zhu, Lixing (2015). A robust adaptive-to-model enhancement test for parametric single-index models. (pdf)
  9. Lin, L., Li, F., Wang, K. N. and Zhu, Lixing (2015). Asymptotic Composite Estimation.
  10. Lin, L., Dong, P., Song, Y. and Zhu, Lixing (2015). Upper Expectation Parametric Regression.
  11. Lin, L., Zhu, Lixing and Gai, Y. J. (2015). Inference for biased models: a quasi-instrumental variable approach.
  12. Koul, Hira L., Xie, C. L. and Zhu, Lixing (2016). An Adpative-to-Model Test for Parametric Single-Index Errors-in-Variables Models. (pdf)
  13. Jin, L. B., Xu, W. L., Zhu, L. P. and Zhu, Lixing (2016). Penalized Maximum Likelihood Estimator for Skew Normal Mixtures. (pdf, codes)