Breaking the Bandwidth Barrier: Geometrical Adaptive Entropy Estimation

Keyphrases

• Nearest Neighbor 100%
• Mutual Information 100%
• Entropy Information 100%
• Entropy Estimation 100%
• Performance Improvement 50%
• Non-vanishing 50%
• Fast Rates 50%
• State-of-the-art Techniques 50%
• Kernel-based 50%
• K-nearest 50%
• Data Dependency 50%
• Neighbor Distance 50%
• Order Statistics 50%
• Neighbor-based 50%
• Underlying Distribution 50%
• Data Science 50%
• Asymptotic Geometry 50%
• Downstream Applications 50%
• Local Bandwidth 50%
• Asymptotic Bias 50%
• Nearest Neighbor Estimator 50%
• Information-theoretic Measures 50%
• Dependent Choice 50%
• Bandwidth Choice 50%
• Boundary Bias 50%

Mathematics

• Nearest Neighbor 100%
• Mutual Information 50%
• Asymptotics 25%
• Order Statistics 25%
• Underlying Distribution 25%
• Dependent Data 25%
• Asymptotic Bias 25%