Statistical Foundations of Data Science
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Generalized Linear Models and Penalized Likelihood

2020 ◽  
pp. 227-285
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Generalized Linear Models ◽  
Linear Models ◽  
Penalized Likelihood

Introduction to Penalized Least-Squares

2020 ◽  
pp. 55-120
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Least Squares ◽  
Penalized Least Squares

Unsupervised Learning

2020 ◽  
pp. 607-641
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Unsupervised Learning

Applications of Factor Models and PCA

2020 ◽  
pp. 511-552
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Factor Models

Covariance Regularization and Graphical Models

2020 ◽  
pp. 431-469
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Graphical Models ◽  
Covariance Regularization

Penalized M-estimators

2020 ◽  
pp. 287-320
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou

Multiple and Nonparametric Regression

2020 ◽  
pp. 21-53
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Nonparametric Regression

Supervised Learning

2020 ◽  
pp. 553-606
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Supervised Learning

Covariance Learning and Factor Models

2020 ◽  
pp. 471-510
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Factor Models

Feature Screening

2020 ◽  
pp. 381-429
Author(s):  
Jianqing Fan ◽  
Runze Li ◽  
Cun-Hui Zhang ◽  
Hui Zou
Keyword(s):  
Feature Screening
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