Convergence analysis of stochastic higher-order majorization–minimization algorithms

Local convergence of tensor methods

(2021) Nikita Doikov et al.   MATHEMATICAL PROGRAMMING

General Convergence Analysis of Stochastic First-Order Methods for Composite Optimization

(2021) Ion Necoara   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Smoothness Parameter of Power of Euclidean Norm

(2020) Anton Rodomanov et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Inexact basic tensor methods for some classes of convex optimization problems

(2020) Yurii Nesterov   OPTIMIZATION METHODS & SOFTWARE

Convergence of Stochastic Proximal Gradient Algorithm

(2019) Lorenzo Rosasco et al.   APPLIED MATHEMATICS AND OPTIMIZATION

Implementable tensor methods in unconstrained convex optimization

(2019) Yurii Nesterov   MATHEMATICAL PROGRAMMING

A concise second-order complexity analysis for unconstrained optimization using high-order regularized models

(2019) C. Cartis et al.   OPTIMIZATION METHODS & SOFTWARE

Exact and inexact subsampled Newton methods for optimization

(2018) Raghu Bollapragada et al.   IMA JOURNAL OF NUMERICAL ANALYSIS

IQN: An Incremental Quasi-Newton Method with Local Superlinear Convergence Rate

(2018) Aryan Mokhtari et al.   SIAM JOURNAL ON OPTIMIZATION

Optimization Methods for Large-Scale Machine Learning

(2018) Léon Bottou et al.   SIAM REVIEW

Worst-case evaluation complexity for unconstrained nonlinear optimization using high-order regularized models

(2016) E. G. Birgin et al.   MATHEMATICAL PROGRAMMING

Incremental Majorization-Minimization Optimization with Application to Large-Scale Machine Learning

(2015) Julien Mairal   SIAM JOURNAL ON OPTIMIZATION

Gradient methods for minimizing composite functions

(2012) Yu. Nesterov   MATHEMATICAL PROGRAMMING

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Parallel and distributed optimization methods for estimation and control in networks

(2011) Ion Necoara et al.   JOURNAL OF PROCESS CONTROL

Robust Stochastic Approximation Approach to Stochastic Programming

(2009) A. Nemirovski et al.   SIAM JOURNAL ON OPTIMIZATION