首页> 外文会议>Annual American Control Conference >Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm

【24h】

Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm

机译：迈向可扩展的库普曼算子学习：收敛速度和分布式学习算法

获取原文

页面导航

摘要
著录项
相似文献
相关主题

摘要

We propose an alternating optimization algorithm to the nonconvex Koopman operator learning problem for nonlinear dynamic systems. We show that the proposed algorithm will converge to a critical point with rate O(1/T) and $Oleft( {rac{1}{{log T}}} i

机译：针对非线性动态系统的非凸Koopman算子学习问题，我们提出了一种交替优化算法。我们表明，所提出的算法将收敛到速率为O（1 / T）和$ O \ left（{\ frac {1} {{\ log T}}} \ ri的临界点

著录项

来源
《Annual American Control Conference》|2020年|3983-3990|共8页
会议地点
作者
Zhiyuan Liu; Guohui Ding; Lijun Chen; Enoch Yeung;
展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种
中图分类
关键词
Convergence; Heuristic algorithms; Training; Neural networks; Optimization; Nonlinear dynamical systems; Prediction algorithms;

机译：收敛性;启发式算法;训练;神经网络;优化;非线性动力系统;预测算法;

相似文献

外文文献
中文文献
专利

1. Convergence of learning algorithms with constant learning rates [J] . Kuan C.-M., Hornik K. IEEE Transactions on Neural Networks . 1991,第5期

机译：具有恒定学习率的学习算法的收敛性
2. Global Convergence of GHA Learning Algorithm With Nonzero-Approaching Adaptive Learning Rates [J] . Lv J. C., Yi Z., Tan K. K. IEEE Transactions on Neural Networks . 2007,第6期

机译：具有非零接近自适应学习率的GHA学习算法的全局收敛性
3. Convergence of Distributed Asynchronous Learning Vector Quantization Algorithms [J] . Patra Beno??t Journal of machine learning research . 2011,第Dec期

机译：分布式异步学习矢量量化算法的收敛性
4. Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm [C] . Zhiyuan Liu, Guohui Ding, Lijun Chen, American Control Conference . 2019

机译：朝着可扩展的Koopman运营商学习：收敛速率和分布式学习算法
5. Biomedical Text Mining Using Large Scale Distributed Machine Learning Algorithms [D] . Gupta, Neha. 2018

机译：使用大规模分布式机器学习算法的生物医学文本挖掘
6. The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network [O] . Fuxiao Tan 2020

机译：智能无线传感器网络的分布式学习和分布式估计算法
7. Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm [O] . Zhiyuan Liu, Guohui Ding, Lijun Chen, 2020

机译：朝着可扩展的Koopman运算符学习：收敛速率和分布式学习算法

Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm

摘要

著录项

相似文献

相关主题

期刊订阅