Randomized block proximal damped Newton method for composite self-concordant minimization

Keyphrases

• Randomized Blocks 100%
• Damped Newton Method 100%
• Damped Newton 85%
• Minimization Problem 28%
• Lipschitz Continuity 28%
• Linear Convergence 28%
• Iteration Complexity 28%
• Machine Learning 14%
• Boston 14%
• Nonsmooth 14%
• Convex Function 14%
• Regression Problem 14%
• Computational Cost 14%
• Convex Optimization 14%
• Hessian 14%
• Level-set 14%
• Convex Optimization Problem 14%
• Globally Convergent 14%
• Block Coordinate Descent 14%
• Preprints 14%
• Large-scale Problems 14%
• Nesterov 14%
• ArXiv 14%
• Local Linear Convergence 14%
• Computational Experiment 14%
• Path Following Interior Point Method 14%
• Regularized Logistic Regression 14%
• Proximal Newton Method 14%
• Self-concordant Functions 14%
• Introductory Lecture 14%

Mathematics

• Newton's Method 100%
• Minimization Problem 40%
• Rate of Convergence 40%
• Minimizes 20%
• Interior Point 20%
• Computational Cost 20%
• Logistic Regression 20%
• Closed Proper Convex Function 20%
• Linear Convergence 20%
• Level Set 20%
• Scale Problem 20%
• Subproblem 20%