High-probability generalization bounds for pointwise uniformly stable algorithms

Keyphrases

• Stable Algorithm 100%
• High Probability 100%
• Generalization Bounds 100%
• Uniform Stability 100%
• High Probability Bound 100%
• Generalization Gap 100%
• Uniformly Stable 100%
• Strongly Convex 50%
• Optimization Algorithm 50%
• Stochastic Gradient Descent 50%
• Value Function 50%
• Statistical Learning Theory 50%
• Optimal Bound 50%
• Weakly Dependent 50%
• Algorithmic Stability 50%
• Sharp Bound 50%
• Training Examples 50%
• Concentration Inequalities 50%
• Almost Optimal 50%
• Generalization Behavior 50%
• Stability Measures 50%
• Stability Guarantee 50%
• Vector-valued Random Variables 50%

Mathematics

• Probability Theory 100%
• Pointwise 100%
• High Probability Bound 66%
• Stochastics 33%
• Random Variable 33%
• Summation 33%
• Function Value 33%
• Sharp Bound 33%
• Fundamental Concept 33%