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
相关论文
共 50 条
  • [21] Guest Editorial Introduction to the Special Issue on Label-Efficient Learning on Video Data
    Wang, Wenguan
    Zhou, Tianfei
    Liu, Dongfang
    Tang, Zheng
    Loui, Alexander C.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2024, 34 (08) : 6615 - 6619
  • [22] Guest Editorial: Special Issue on Electrical Discharges in Vacuum
    Tanaka, Yasunori
    Kaneko, Eiji
    Kumada, Akiko
    Kojima, Hiroki
    Inada, Yuki
    Yamano, Yasushi
    IEEE TRANSACTIONS ON PLASMA SCIENCE, 2024, 52 (09) : 4362 - 4364
  • [23] Guest Editorial: Special Issue on Social Media Computing
    Song, Guojie
    Shi, Chuan
    Sun, Yizhou
    Liu, Zhiyuan
    IEEE TRANSACTIONS ON BIG DATA, 2022, 8 (04) : 953 - 954
  • [24] Guest Editorial Special Issue on Metamaterials, Metadevices, and Applications
    Cui, Tie Jun
    Alu, Andrea
    Pendry, Sir John Brian
    IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2023, 71 (08) : 3229 - 3234
  • [25] Guest Editorial: Special Issue on Learning, Optimization, and Implementation for Circuits and Systems Driven by Artificial Intelligence
    Tang, Yang
    Beerel, Peter A.
    Kurths, Juergen
    Chen, Guanrong
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2024, 71 (05) : 1965 - 1968
  • [26] Guest Editorial: Special Issue on Control of Quantum Mechanical Systems
    Altafini, Claudio
    Bloch, Anthony M.
    James, Matthew R.
    Loria, Antonio
    Rouchon, Pierre
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (08) : 1893 - 1895
  • [27] Guest Editorial Special Issue on Dynamics and Behaviors in Social Networks
    Tahbaz-Salehi, Alireza
    IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2022, 9 (03): : 1053 - 1055
  • [28] Guest Editorial: Special Issue on Magnetically Levitated Motor Systems
    Severson, Eric
    Chiba, Akira
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2021, 57 (06) : 6742 - 6743
  • [29] Guest Editorial: Special Issue on eGovernment Development and Applications (SIEGDA)
    Meier, Andreas
    Teran, Luis
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2021, 9 (01) : 117 - 118
  • [30] Guest Editorial Special Issue on Pulsed Power Science and Technology
    Stephens, Jacob
    Huiskamp, Tom
    Jiang, Weihua
    Jiang, Chunqi
    Joshi, Ravi
    IEEE TRANSACTIONS ON PLASMA SCIENCE, 2024, 52 (09) : 4234 - 4234