How Data Augmentation affects Optimization for Linear Regression

Keyphrases

• Learning Rate 100%
• Linear Regression 100%
• Data Augmentation 100%
• Machine Learning 25%
• Convergence Rate 25%
• Complex Interactions 25%
• Gradient Descent 25%
• Convex Optimization 25%
• Random Projection 25%
• Additive Noise 25%
• Hyperparameters 25%
• Stochastic Optimization 25%
• Work Analysis 25%
• Batch Size 25%
• Learning Data 25%
• Learning Augmentation 25%
• Implicit Bias 25%
• Proxy-based Loss 25%
• MSE Loss 25%

Physics

• Data Augmentation 100%
• Machine Learning 33%