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A Scalable Frequentist Model Averaging Method 期刊论文
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2022, 页码: 10
作者:  Zhu, Rong;  Wang, Haiying;  Zhang, Xinyu;  Liang, Hua
收藏  |  浏览/下载：72/0  |  提交时间：2023/02/07
Asymptotic optimality  High-dimensional data  Jackknife criterion  Mallows criterion  Singular value decomposition  
Two-sample functional linear models with functional responses 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2022, 卷号: 218, 页码: 85-105
作者:  Xu, Wenchao;  Lin, Hongmei;  Zhang, Riquan;  Liang, Hua
收藏  |  浏览/下载：122/0  |  提交时间：2022/04/02
Asymptotic normality  Functional linear regression  Functional response  Functional principal component analysis  Rate of convergence  Semiparametric comparison  
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：170/0  |  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：117/0  |  提交时间：2018/07/30
Asymptotic optimality  Kullback-Leibler loss  Misspecification  Penalized generalized weighted least squares (PGWLS)  Prediction accuracy  
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：123/0  |  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：108/0  |  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：101/0  |  提交时间：2018/07/30
confidence region  generalized additive models  least favourable curve  local linear regression  semiparametric estimation