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Classification for Dynamical Systems: Model-Based and Data-Driven Approaches

delete2021-04-01
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PRE
AI
G
Giorgio Battistelli
P
Pietro Tesi *
DOI:10.1109/TAC.2020.2998975delete
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摘要

摘要

En 中文
We address the problem of classifying trajectories generated by dynamical systems. We consider the model-based approach, which is the classic approach in control theory, and (data-driven) support vector machines, a popular method in the area of machine learning. The analysis points out connections between the two approaches and their relative merits. Examples are given to substantiate the analysis.
Keyword:
Support vector machines
Brain modeling
Trajectory
Data models
Dynamical systems
Training
Linear systems
Classification algorithms
dynamical systems
machine learning
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对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

IEEE Transactions on Automatic Control 封面图
IEEE Transactions on Automatic Control
IF:
7
论文数:
1.3W
被引数:
6.7W

机构

U
university of florence
学者数:
4.2W
论文数: 3.1W
被引数: 42
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