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Parsimonious Model Averaging With a Diverging Number of Parameters 期刊论文
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2019, 页码: 13
作者:  Zhang, Xinyu;  Zou, Guohua;  Liang, Hua;  Carroll, Raymond J.
收藏  |  浏览/下载：172/0  |  提交时间：2020/01/10
Asymptotic optimality  Frequentist model averaging  Jackknife model averaging  Mallows model averaging  Parsimony  
Optimal Model Averaging Estimation for Generalized Linear Models and Generalized Linear Mixed-Effects Models 期刊论文
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2016, 卷号: 111, 期号: 516, 页码: 1775-1790
作者:  Zhang, Xinyu;  Yu, Dalei;  Zou, Guohua;  Liang, Hua
收藏  |  浏览/下载：120/0  |  提交时间：2018/07/30
Asymptotic optimality  Kullback-Leibler loss  Misspecification  Penalized generalized weighted least squares (PGWLS)  Prediction accuracy  
Penalized Weighted Least Squares to Small Area Estimation 期刊论文
SCANDINAVIAN JOURNAL OF STATISTICS, 2016, 卷号: 43, 期号: 3, 页码: 736-756
作者:  Zhu, Rong;  Zou, Guohua;  Liang, Hua;  Zhu, Lixing
收藏  |  浏览/下载：118/0  |  提交时间：2018/07/30
basic unit level model  inverse probability weighted estimation  penalized least squares  robustness  small area estimation  
Optimal Weight Choice for Frequentist Model Average Estimators 期刊论文
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2011, 卷号: 106, 期号: 495, 页码: 1053-1066
作者:  Liang, Hua;  Zou, Guohua;  Wan, Alan T. K.;  Zhang, Xinyu
收藏  |  浏览/下载：124/0  |  提交时间：2018/07/30
Asymptotic optimality  Finite sample properties  Mallows criterion  Smoothed AIC  Smoothed BIC  Unbiased MSE estimate  
FOCUSED INFORMATION CRITERION AND MODEL AVERAGING FOR GENERALIZED ADDITIVE PARTIAL LINEAR MODELS 期刊论文
ANNALS OF STATISTICS, 2011, 卷号: 39, 期号: 1, 页码: 174-200
作者:  Zhang, Xinyu;  Liang, Hua
收藏  |  浏览/下载：111/0  |  提交时间：2018/07/30
Additive models  backfitting  focus parameter  generalized partially linear models  marginal integration  model average  model selection  polynomial spline  shrinkage methods  
Empirical Likelihood-Based Inferences for Generalized Partially Linear Models 期刊论文
SCANDINAVIAN JOURNAL OF STATISTICS, 2009, 卷号: 36, 期号: 3, 页码: 433-443
作者:  Liang, Hua;  Qin, Yongsong;  Zhang, Xinyu;  Ruppert, David
收藏  |  浏览/下载：103/0  |  提交时间：2018/07/30
confidence region  generalized additive models  least favourable curve  local linear regression  semiparametric estimation  
STATISTICAL INFERENCE FOR SEMIPARAMETRIC VARYING-COEFFICIENT PARTIALLY LINEAR MODELS WITH ERROR-PRONE LINEAR COVARIATES 期刊论文
ANNALS OF STATISTICS, 2009, 卷号: 37, 期号: 1, 页码: 427-458
作者:  Zhou, Yong;  Liang, Hua
收藏  |  浏览/下载：97/0  |  提交时间：2018/07/30
Ancillary variables  de-noise linear model  errors-in-variable  profile least-square-based estimator  rational expection model  validation data  wild bootstrap