Statistically Near-Optimal Hypothesis Selection

Keyphrases

• Near-optimal 100%
• Sample Complexity 100%
• Approximation Factor 100%
• Hypothesis Selection 100%
• Optimal Hypothesis 100%
• 2-approximation 50%
• Optimal Sample Complexity 50%
• Distribution Learning 50%
• Tight 25%
• 19th Century 25%
• Learning Settings 25%
• Learning Problems 25%
• Unknown Target 25%
• Nearly Optimal 25%
• Selection Problem 25%
• Factor Complexity 25%
• Black Box 25%
• Sampling numbers 25%
• Learning Strategies 25%
• Density Estimation 25%
• Target Distribution 25%
• Best Approximation 25%
• Gaussian Mixture 25%
• Kane's Method 25%
• Approximation Guarantee 25%
• Optimal Approximation 25%
• PAC Learning 25%
• Total Variation Distance 25%
• Agnostic Learning 25%
• 2-opt 25%
• David Harvey 25%

Mathematics

• Opts _ _ _ 100%
• Gaussian Distribution 33%
• Black Box 33%
• Density Estimation 33%
• Total Variation Distance 33%
• Best Approximation 33%
• target distribution π 33%
• Comparator 33%