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Sparse-penalized deep neural networks estimator under weak dependence

Sparse-penalized deep neural networks estimator under weak dependence

2 March 2023
William Kengne
Modou Wade
ArXivPDFHTML

Papers citing "Sparse-penalized deep neural networks estimator under weak dependence"

6 / 6 papers shown
Title
Minimax optimality of deep neural networks on dependent data via
  PAC-Bayes bounds
Minimax optimality of deep neural networks on dependent data via PAC-Bayes bounds
Pierre Alquier
William Kengne
34
0
0
29 Oct 2024
Deep learning from strongly mixing observations: Sparse-penalized
  regularization and minimax optimality
Deep learning from strongly mixing observations: Sparse-penalized regularization and minimax optimality
William Kengne
Modou Wade
40
1
0
12 Jun 2024
Robust deep learning from weakly dependent data
Robust deep learning from weakly dependent data
William Kengne
Modou Wade
OOD
46
2
0
08 May 2024
Implicit Compressibility of Overparametrized Neural Networks Trained
  with Heavy-Tailed SGD
Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGD
Yijun Wan
Melih Barsbey
Milad Sefidgaran
Umut Simsekli
38
1
0
13 Jun 2023
Penalized deep neural networks estimator with general loss functions
  under weak dependence
Penalized deep neural networks estimator with general loss functions under weak dependence
William Kengne
Modou Wade
24
2
0
10 May 2023
Statistical learning for $ψ$-weakly dependent processes
Statistical learning for ψψψ-weakly dependent processes
Mamadou Lamine Diop
William Kengne
31
5
0
30 Sep 2022
1