Generalization Error in Deep Learning

DOI10.1007/978-3-319-73074-5_5zbMath1494.68240arXiv1808.01174OpenAlexW2887344700MaRDI QIDQ3296180

Miguel R. D. Rodrigues, Daniel Jakubovitz, Raja Giryes

Publication date: 7 July 2020

Published in: Applied and Numerical Harmonic Analysis (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1808.01174

zbMATH Keywords

generalizationdeep neuronal networks

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07)

Related Items (3)

High-Dimensional Learning Under Approximate Sparsity with Applications to Nonsmooth Estimation and Regularized Neural Networks ⋮ Optimization for deep learning: an overview ⋮ Unnamed Item

Uses Software

• PMTK

Cites Work

• PMTK
• Robustness and generalization
• Convergence radius and sample complexity of ITKM algorithms for dictionary learning
• Weak convergence and empirical processes. With applications to statistics
• Some PAC-Bayesian theorems
• Sparse and Spurious: Dictionary Learning With Noise and Outliers
• Sample Complexity of Dictionary Learning and Other Matrix Factorizations
• Robust Large Margin Deep Neural Networks
• 10.1162/153244302760200704
• 10.1162/153244303321897690
• Neural Network Learning
• Learning Theory and Kernel Machines
• Elements of Information Theory
• Understanding Machine Learning
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item

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