Guest Editorial: Special Issue on Stream Learning

被引:0
|
作者
Lu, Jie [1 ]
Gama, Joao [2 ]
Yao, Xin [3 ]
Minku, Leandro [4 ]
机构
[1] Univ Technol Sydney, Australian Artificial Intelligence Inst, Sydney, NSW 2007, Australia
[2] Univ Porto, Fac Econ, P-4099002 Porto, Portugal
[3] Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen 518055, Peoples R China
[4] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, England
关键词
Special issues and sections; Streaming media; Learning systems; Reinforcement learning;
D O I
10.1109/TNNLS.2023.3304146
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, learning from streaming data, commonly known as stream learning, has enjoyed tremendous growth and shown a wealth of development at both the conceptual and application levels. Stream learning is highly visible in both the machine learning and data science fields and has become a hot new direction in research. Advancements in stream learning include learning with concept drift detection, that includes whether a drift has occurred; understanding where, when, and how a drift occurs; adaptation by actively or passively updating models; and online learning, active learning, incremental learning, and reinforcement learning in data streaming situations.
引用
收藏
页码:6683 / 6685
页数:3
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