A Variable Sample-Size Stochastic Quasi-Newton Method for Smooth and Nonsmooth Stochastic Convex Optimization

Mathematics

• Quasi-Newton Method 87%
• Stochastic Optimization 82%
• Stochastic Methods 80%
• Quasi-Newton 78%
• Convex Optimization 73%
• Sample Size 53%
• Smoothing 27%
• Oracle 21%
• Convexity 16%
• Convex Process 15%
• Knowledge 15%
• Gradient 15%
• Iterative Regularization 14%
• Dependent 13%
• Diminishing 12%
• Convex Constraints 12%
• Linear Convergence 11%
• Framework 11%
• Unconstrained Optimization 11%
• Machine Learning 11%
• Condition number 10%
• Update 9%
• Regularization 8%
• Convergence Rate 8%
• Smoothness 8%
• Evidence 8%
• Requirements 8%
• Rate of Convergence 7%
• Computing 6%
• Denote 6%
• Approximation 5%

Business & Economics

• Convex Optimization 100%
• Sample Size 95%
• Smoothing 37%
• Regularization 30%
• Convexity 26%
• Gradient 25%
• Convergence Rate 15%
• Classical Theory 15%
• Machine Learning 15%
• Stochastic Optimization 14%
• Rate of Convergence 14%
• Approximation 9%

Engineering & Materials Science

• Newton-Raphson method 77%
• Convex optimization 74%
• Machine learning 25%