Generalization error of deep neural networks: Role of classification margin and data structure

Keyphrases

• Deep Neural Network 100%
• Generalization Error 100%
• Classification Margin 100%
• Classification Data 100%
• Node Roles 100%
• Jacobian Matrix 66%
• Generalization Properties 66%
• Nonlinearity 33%
• Invariance 33%
• Network Structure 33%
• Deep Learning Model 33%
• Pooling Operation 33%
• Spectral Norm 33%
• ImageNet Dataset 33%
• MNIST 33%
• Arbitrary Network 33%
• Number of Training Samples 33%

Computer Science

• Data Structure 100%
• Generalization Error 100%
• Deep Neural Network 100%
• Jacobian Matrix 66%
• Training Sample 33%
• Arbitrary Network 33%
• Deep Learning Model 33%
• Network Structure 33%

Mathematics

• Data Structure 100%
• Deep Neural Network 100%
• Matrix (Mathematics) 66%
• Training Sample 33%
• Imagenet Dataset 33%
• Deep Learning Method 33%
• Nonlinearity 33%