Structure-Adaptive, Variance-Reduced, and Accelerated Stochastic Optimization

Mathematics

• Stochastics 100%
• Variance 100%
• Regularization 100%
• Convergence Rate 100%
• Dimensional Structure 100%
• Linear Convergence 100%
• Numerical Experiment 50%
• Convergence Result 50%
• Convergence Analysis 50%
• Empirical Risk Minimization 50%
• Adaptiveness 50%

Computer Science

• Convergence Rate 100%
• Dimensional Structure 100%
• Stochastic Optimization 100%
• Regularization 50%
• Regularization Term 50%
• Sparsity 50%
• Regression Task 50%
• Gradient Method 50%
• Risk Minimization 50%
• Mathematical Convergence 50%
• Convex Constraint 50%
• Global Convergence 50%