Evolving Systems
期刊ISSN: 1868-6478
E-ISSN: 1868-6486
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自引率: 5.3%
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COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
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Evolving Systems covers surveys, methodological, and application-oriented papers in the area of dynamically evolving systems. ‘Evolving systems’ are inspired by the idea of system model evolution in a dynamically changing and evolving environment. In contrast to the standard approach in machine learning, mathematical modelling and related disciplines where the model structure is assumed and fixed a priori and the problem is focused on parametric optimisation, evolving systems allow the model structure to gradually change/evolve. The aim of such continuous or life-long learning and domain adaptation is self-organization. It can adapt to new data patterns, is more suitable for streaming data, transfer learning and can recognise and learn from unknown and unpredictable data patterns. Such properties are critically important for autonomous, robotic systems that continue to learn and adapt after they are being designed (at run time).
出版信息
出版商
SPRINGER HEIDELBERG
涉及的研究方向
COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-
刊期
6 issues per year
年文章数
71
出版国家或地区
GERMANY
是否OA
Cite Score相关
Cite Score SJR SNIP 排名
4.6 0.585 1.044
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大类学科:Mathematics
小类学科:Control and Optimization
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大类学科:Mathematics
小类学科:Modeling and Simulation
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大类学科:Mathematics
小类学科:Control and Systems Engineering
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大类学科:Mathematics
小类学科:Computer Science Applications
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