Subsampled nonmonotone spectral gradient methods
From MaRDI portal
Publication:2178981
DOI10.2478/caim-2020-0002zbMath1439.49056arXiv1812.06822OpenAlexW3003832934MaRDI QIDQ2178981
Greta Malaspina, Stefania Bellavia, Nataša Krklec Jerinkić
Publication date: 12 May 2020
Published in: Communications in Applied and Industrial Mathematics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1812.06822
Analysis of algorithms (68W40) Numerical mathematical programming methods (65K05) Learning and adaptive systems in artificial intelligence (68T05) Numerical methods based on nonlinear programming (49M37)
Related Items
Spectral projected subgradient method for nonsmooth convex optimization problems, A generalized worst-case complexity analysis for non-monotone line searches
Uses Software
Cites Work
- Spectral projected gradient method for stochastic optimization
- Sample size selection in optimization methods for machine learning
- On the worst-case evaluation complexity of non-monotone line search algorithms
- Sub-sampled Newton methods
- Nonmonotone line search methods with variable sample size
- On the steplength selection in gradient methods for unconstrained optimization
- Hybrid Deterministic-Stochastic Methods for Data Fitting
- The Barzilai and Borwein Gradient Method for the Large Scale Unconstrained Minimization Problem
- Two-Point Step Size Gradient Methods
- A derivative-free line search and global convergence of Broyden-like method for nonlinear equations
- Adaptive Sampling Strategies for Stochastic Optimization
- On the employment of inexact restoration for the minimization of functions whose evaluation is subject to errors
- Optimization Methods for Large-Scale Machine Learning
- Adaptive cubic regularization methods with dynamic inexact Hessian information and applications to finite-sum minimization
- An investigation of Newton-Sketch and subsampled Newton methods
- A Convergent Incremental Gradient Method with a Constant Step Size
- The cyclic Barzilai-–Borwein method for unconstrained optimization
- Unnamed Item
