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A scalable surrogate L0 sparse regression method for generalized linear models with applications to large scale data
期刊论文
Journal of Statistical Planning and Inference,2021, 卷号: 213, 页码: 262-281
作者:
Li, Ning
;
Peng, Xiaoling
;
Kawaguchi, Eric
;
Suchard, Marc A.
;
Li, Gang
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2021/10/19
Generalized linear models
High dimensional massive sample size data
L0 penalty
Ridge regression
Variable selection
Tuning-free ridge estimators for high-dimensional generalized linear models
期刊论文
Computational Statistics and Data Analysis,2021, 卷号: 159
作者:
Huang, Shih Ting
;
Xie, Fang
;
Lederer, Johannes
收藏
  |  
浏览/下载:12/0
  |  
提交时间:2022/05/31
Generalized linear models
High-dimensional estimation
Ridge estimator
Variable selection in joint modelling of the mean and variance for hierarchical data
期刊论文
Statistical Modelling,2015, 卷号: 15, 期号: 1, 页码: 24-50
作者:
Charalambous, Christiana
;
Pan, Jianxin
;
Tranmer, Mark D.
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2021/08/16
Generalized linear mixed models
H-likelihood
Mean-covariance modelling
Multilevel data
Smoothly clipped absolute deviation penalty
Random effects selection in generalized linear mixed models via shrinkage penalty function
期刊论文
Statistics and Computing,2014, 卷号: 24, 期号: 5, 页码: 725-738
作者:
Pan, Jianxin
;
Huang, Chao
收藏
  |  
浏览/下载:10/0
  |  
提交时间:2021/08/16
Generalized linear mixed models
Modified Cholesky decomposition
Penalized quasi-likelihood
Penalty function
Random effects
Randomized Quasi-Monte Carlo Estimation in Generalized linear Mixed Models
会议论文
Proceedings of Hispano-Moroccan Days on Applied Mathematics and Statistics, Tetouan, Morocco, 17-19 December 2008
作者:
Eid Al-Eid
;
Pan, Jianxin
收藏
  |  
浏览/下载:7/0
  |  
提交时间:2022/03/22
Generalized linear mixed models
high-dimensional integrals
Randomized Quasi-Monte Carlo method
Salamander mating data
Quasi-Monte Carlo estimation in generalized linear mixed models
期刊论文
Computational Statistics and Data Analysis,2007, 卷号: 51, 期号: 12, 页码: 5765-5775
作者:
Pan, Jianxin
;
Thompson, Robin
收藏
  |  
浏览/下载:10/0
  |  
提交时间:2021/08/16
Generalized linear mixed models
High-dimensional integrals
Maximum likelihood estimates
Quasi-Monte Carlo approximation
Salamander data analysis
Estimation in generalized linear mixed models using SNTO approximation
会议论文
Proceedings of the 20th International Workshop on Statistical Modelling, SYDNEY, AUSTRALIA, July 10-15, 2005
作者:
Al-Eid, Eid
;
Pan, Jianxin
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2022/03/15
Generalized linear mixed models
Quasi-Monte Carlo technique
Salamander data
Sequential number-theoretic optimization
Generalized linear mixed models: An improved estimating procedure
会议论文
COMPSTAT-Proceedings in Computational Statistics 14th Symposium held in Utrecht, The Netherlands, 2000, Utrecht University, Netherlands, 21-25 August 2000
作者:
Pan, Jianxin
;
Thompson, Robin
收藏
  |  
浏览/下载:7/0
  |  
提交时间:2021/09/29
Gauss-Hermite quadrature
Generalized linear mixed models
Penalized quasi-likelihood estimates
Quasi-Monte Carlo EM algorithm for MLEs in generalized linear mixed models
会议论文
Compstat 1998: Proceedings 13th Symposium in Computational Statistics, Bristol, 1998
作者:
Pan, Jianxin
;
Thompson, Robin
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2021/10/06
EM algorithm
generalized linear mixed models
Quasi-Monte Carlo method
random effects