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.
机构:
Southeast Univ, Sch Informat Sci & Engn, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R ChinaSoutheast Univ, Sch Informat Sci & Engn, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R China
Cui, Tie Jun
Alu, Andrea
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机构:
CUNY, Photon Initiat, Adv Sci Res Ctr, New York, NY 10031 USASoutheast Univ, Sch Informat Sci & Engn, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R China
Alu, Andrea
Pendry, Sir John Brian
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机构:
Imperial Coll London, Blackett Lab, Dept Phys, London SW7 2AZ, EnglandSoutheast Univ, Sch Informat Sci & Engn, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R China
机构:
East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Tang, Yang
Beerel, Peter A.
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机构:
Univ Southern Calif, Ming Hsieh Dept Elect & Comp Engn, Los Angeles, CA 90001 USAEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Beerel, Peter A.
Kurths, Juergen
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机构:
Potsdam Inst Climate Impact Res, D-14473 Potsdam, Germany
Humboldt Univ, Dept Phys, D-12489 Berlin, GermanyEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Kurths, Juergen
Chen, Guanrong
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机构:
City Univ Hong Kong, Dept Elect Engn, Hong Kong 999077, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China