Information-Theoretic Stability and Generalization

Keyphrases

• Information Theory 100%
• Learning Algorithm 100%
• Mutual Information 66%
• Training Data 66%
• Generalization Error 66%
• Machine Learning Algorithms 66%
• Quantitative Estimation 33%
• Stability Properties 33%
• Training Examples 33%
• Individual Training 33%
• Statistical Dependence 33%
• Differentially Private 33%
• Gibbs Sampling 33%
• Upper Bounding 33%
• Generalization Ability 33%
• Theoretic Quantities 33%
• Total Variation Distance 33%
• Information-theoretic Measures 33%
• Algorithmic Stability 33%
• Stochastic Transformation 33%

Mathematics

• Mutual Information 100%
• Training Data 100%
• Stochastics 50%
• Statistical Dependence 50%
• Total Variation Distance 50%
• Gibbs Algorithm 50%