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Statistical Learning with Sparsity: The Lasso and Generalizations
Statistical Learning with Sparsity: The Lasso and Generalizations
Trevor Hastie, Robert Tibshirani, Martin Wainwright
1st Edition
ISBN #9781498712163
127 Questions
0 Students Work From this Textbook
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Chapters
1
Introduction
0 sections
0 questions
2
The Lasso for Linear Models
0 sections
11 questions
3
Generalized Linear Models
0 sections
9 questions
4
Generalizations of the Lasso Penalty
0 sections
26 questions
5
Optimization Methods
0 sections
13 questions
6
Statistical Inference
0 sections
11 questions
7
Matrix Decompositions, Approximations, and Completion
0 sections
10 questions
8
Sparse Multivariate Methods
0 sections
22 questions
9
Graphs and Model Selection
0 sections
11 questions
10
Signal Approximation and Compressed Sensing
0 sections
8 questions
11
Theoretical Results for the Lasso
0 sections
6 questions
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