Adaptive sampling strategies for stochastic optimization ^∗

Mathematics

• Adaptive Sampling 100%
• Adaptive Strategies 98%
• Sampling Strategy 95%
• Stochastic Optimization 85%
• Sample Size 55%
• Scalar, inner or dot product 46%
• Gradient 36%
• Nonlinear Least Squares Problem 33%
• Variance Reduction 29%
• Logistic Regression 26%
• Optimization Methods 25%
• Descent 24%
• Convex function 20%
• Rate of Convergence 18%
• Numerical Experiment 17%
• Norm 14%
• Performance 14%
• Approximation 12%

Engineering & Materials Science

• Sampling 50%
• Logistic regression 40%
• Experiments 12%