Deep Nonparametric Estimation of Operators between Infinite Dimensional Spaces

Keyphrases

• Fast Rates 100%
• Network Structure 100%
• Nonparametric Estimation 100%
• Generalization Error 100%
• Low-dimensional Structures 100%
• Infinite-dimensional Space 100%
• Machine Learning 50%
• Mathematical Modeling 50%
• Imaging Sciences 50%
• Sparsity 50%
• Real Application 50%
• Error Bound 50%
• Learning Task 50%
• Deep Neural Network 50%
• Intrinsic Dimension 50%
• Empirical Risk Minimization 50%
• Learning Efficiency 50%
• Non-asymptotic 50%
• Asymptotic Upper Bound 50%
• Learning Operator 50%
• Mathematical Simulation 50%
• Training Sample Size 50%
• Lipschitz Operator 50%
• Network Class 50%
• Operator Estimation 50%
• Neural Network Estimator 50%

Mathematics

• Nonparametric Estimation 100%
• Dimensional Structure 100%
• Infinite-Dimensional Space 100%
• Training Sample 50%
• Dimensional Space 50%
• Asymptotics 50%
• Neural Network 50%
• Upper Bound 50%
• Error Bound 50%
• Learning Task 50%
• Mathematical Modeling 50%
• Deep Neural Network 50%
• Sample Size Increase 50%
• Mathematical Simulation 50%