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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:173/0  |  提交时间:2020/01/10
Asymptotic optimality  Frequentist model averaging  Jackknife model averaging  Mallows model averaging  Parsimony  
Model averaging based on leave-subject-out cross-validation for vector autoregressions 期刊论文
JOURNAL OF ECONOMETRICS, 2019, 卷号: 209, 期号: 1, 页码: 35-60
作者:  Liao, Jun;  Zong, Xianpeng;  Zhang, Xinyu;  Zou, Guohua
收藏  |  浏览/下载:191/0  |  提交时间:2020/01/10
Asymptotic optimality  Consistency  Leave-subject-out cross-validation  Model averaging  Vector autoregressions  
Functional prediction through averaging estimated functional linear regression models 期刊论文
BIOMETRIKA, 2018, 卷号: 105, 期号: 4, 页码: 945-962
作者:  Zhang, Xinyu;  Chiou, Jeng-Min;  Ma, Yanyuan
收藏  |  浏览/下载:154/0  |  提交时间:2019/03/05
Asymptotic optimality  Crossvalidation  Functional data  Model averaging  Weighting  
Linear Model Selection When Covariates Contain Errors 期刊论文
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2017, 卷号: 112, 期号: 520, 页码: 1553-1561
作者:  Zhang, Xinyu;  Wang, Haiying;  Ma, Yanyuan;  Carroll, Raymond J.
收藏  |  浏览/下载:117/0  |  提交时间:2018/07/30
Errors in covariates  Loss efficiency  Measurement error  Model selection  Selection consistency  
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:122/0  |  提交时间:2018/07/30
Asymptotic optimality  Kullback-Leibler loss  Misspecification  Penalized generalized weighted least squares (PGWLS)  Prediction accuracy  
Weighted-Average Least Squares Prediction 期刊论文
ECONOMETRIC REVIEWS, 2016, 卷号: 35, 期号: 6, 页码: 1040-1074
作者:  Magnus, Jan R.;  Wang, Wendun;  Zhang, Xinyu
收藏  |  浏览/下载:101/0  |  提交时间:2018/07/30
Bayesian analysis  Model averaging  Model uncertainty  Prediction  C11  C52  C53  
MODEL AVERAGING BASED ON KULLBACK-LEIBLER DISTANCE 期刊论文
STATISTICA SINICA, 2015, 卷号: 25, 期号: 4, 页码: 1583-1598
作者:  Zhang, Xinyu;  Zou, Guohua;  Carroll, Raymond J.
收藏  |  浏览/下载:97/0  |  提交时间:2018/07/30
Akaike information  Kullback-Leibler distance  model averaging  model selection  prediction