Fine-Grained Distribution-Dependent Learning Curves

Keyphrases

• Learning Curve 100%
• Distribution Learning 100%
• Target Distribution 50%
• Concept Classes 33%
• Minimax Lower Bound 33%
• Algorithm Performance 16%
• Distribution-free 16%
• Learning Rate 16%
• VC-dimension 16%
• Decay Rate 16%
• Asymptotic Rates 16%
• Labeled Sample 16%
• Half-space 16%
• Minimax 16%
• Exponential Components 16%
• Learning Analysis 16%
• PAC Learning 16%
• Linear Components 16%
• Learning Algorithm 16%
• Expected Error 16%
• Fixed Distribution 16%
• Alternative Formulations 16%
• Learning Bound 16%
• Handel 16%
• Upper Envelope 16%
• Combinatorial Dimension 16%
• PAC Learning Theory 16%
• No Free Lunch 16%

Mathematics

• Minimax 100%
• target distribution π 100%
• Asymptotics 33%
• Refines 33%
• Half Space 33%
• VC Dimension 33%
• Upper Envelope 33%