通过对具有渐近消失和黑森驱动阻尼的惯性动力学进行时间尺度分析来加速优化

IF 1.6 3区数学 Q2 MATHEMATICS, APPLIED

Optimization Pub Date : 2024-07-03 DOI:10.1080/02331934.2024.2359540

Samir Adly, Hedy Attouch

引用次数: 0

摘要

梯度优化算法可以从常微分方程 (ODE) 的角度进行有效研究，这些算法通过对常微分方程进行时间离散化而获得。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Accelerated optimization through time-scale analysis of inertial dynamics with asymptotic vanishing and Hessian-driven dampings

Gradient optimization algorithms can be effectively studied from the perspective of ordinary differential equations (ODEs), where these algorithms are obtained through the temporal discretization o...

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来源期刊

Optimization 数学-应用数学

CiteScore

4.50

自引率

9.10%

发文量

146

审稿时长

4.5 months

期刊介绍： Optimization publishes refereed, theoretical and applied papers on the latest developments in fields such as linear, nonlinear, stochastic, parametric, discrete and dynamic programming, control theory and game theory. A special section is devoted to review papers on theory and methods in interesting areas of mathematical programming and optimization techniques. The journal also publishes conference proceedings, book reviews and announcements. All published research articles in this journal have undergone rigorous peer review, based on initial editor screening and anonymous refereeing by independent expert referees.