A Priori Estimates of the Generalization Error for Autoencoders

Keyphrases

• Autoencoder 100%
• Decoder 50%
• Dimensionality Reduction 25%
• Encoder 50%
• Generalization Error 100%
• Low Dimension 25%
• Machine Learning Models 25%
• Nearly Optimal 25%
• Number of Data 25%
• Number of Parameters 25%
• Numerical Experiments 25%
• Optimal Rate 25%
• Popular 25%
• Priori Estimates 100%
• Regularization Term 25%
• Semi-supervised Learning 25%
• Theoretical Understanding 25%
• Unsupervised Learning 25%
• Unsupervised Learning Model 25%

Mathematics

• A Priori Estimate 100%
• Dimensionality Reduction 50%
• Numerical Experiment 50%
• Priori Estimate 100%
• Regularization 50%

Engineering

• Assuming 25%
• Autoencoder 100%
• Dimensionality 25%
• Ground Truth 50%
• Model Parameter 25%
• Numerical Experiment 25%
• Optimal Rate 25%
• Regularization 25%