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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:23/0
  |  
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:14/0
  |  
提交时间:2022/05/31
Generalized linear models
High-dimensional estimation
Ridge estimator
Correlation structure regularization via entropy loss function for high-dimension and low-sample-size data
期刊论文
Communications in Statistics: Simulation and Computation,2021, 卷号: 50, 期号: 4, 页码: 973-988
作者:
Chen, Chen
;
Zhou, Jie
;
Pan, Jianxin
收藏
  |  
浏览/下载:13/0
  |  
提交时间:2021/08/16
Bregman divergence
Correlation matrix estimation
Entropy loss function
High-dimensional correlation matrix
Regularization
Consistency of ℓ1 penalized negative binomial regressions
期刊论文
Statistics and Probability Letters,2020, 卷号: 165
作者:
Xie, Fang
;
Xiao, Zhijie
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2022/05/31
High-dimensional regression
Negative binomial regression
Penalized maximum likelihood
ℓ1 consistency
Square-Root LASSO for High-Dimensional Sparse Linear Systems with Weakly Dependent Errors
期刊论文
Journal of Time Series Analysis,2018, 卷号: 39, 期号: 2, 页码: 212-238
作者:
Xie, Fang
;
Xiao, Zhijie
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2022/05/31
estimation consistency
high-dimensional linear model
m-dependent
square-root LASSO
α-mixing
ρ-mixing
ϕ-mixing
An effective risk factor detection and disease prediction (RFD-DP) model applied to hypertension
期刊论文
Journal of Universal Computer Science,2018, 卷号: 24, 期号: 9, 页码: 1192-1216
作者:
Li, Dingkun
;
Li, Yaning
;
Ye, Zhou
;
Ibrahim, Musa
;
Ryu, Keun Ho
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2021/10/19
Classification
Feature selection
High dimensional data
MapReduce
Regularization for high-dimensional covariance matrix
期刊论文
Special Matrices,2016, 卷号: 4, 期号: 1, 页码: 189-201
作者:
Cui, Xiangzhao
;
Li, Chun
;
Zhao, Jine
;
Zeng, Li
;
Zhang, Defei
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2021/08/16
Covariance estimation
Covariance structure
High-dimensional
Regularization
Generalized T 3-plot for testing high-dimensional normality
期刊论文
Frontiers of Mathematics in China,2016, 卷号: 11, 期号: 6, 页码: 1363-1378
作者:
Ai, Mingyao
;
Liang, Jiajuan
;
Tang, Man Lai
收藏
  |  
浏览/下载:15/0
  |  
提交时间:2021/06/04
Dimension reduction
graphical method
high-dimensional data
multivariate normality
spherical distribution
A multivariate normal plot to detect nonnormality
期刊论文
Journal of Computational and Graphical Statistics,2009, 卷号: 18, 期号: 1, 页码: 52-72
作者:
Liang, Jiajuan
;
Ng, Kaiwang
收藏
  |  
浏览/下载:12/0
  |  
提交时间:2021/06/04
High-dimensional data
Multivariate normality
Principal component
Spherical distribution
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:8/0
  |  
提交时间:2022/03/22
Generalized linear mixed models
high-dimensional integrals
Randomized Quasi-Monte Carlo method
Salamander mating data