Randomized neural network (RNN) is a highly feasible solution in the era of big data because it offers a simple and fast working principle in processing dynamic and evolving data streams. This paper proposes a novel RNN, namely recurrent type-2 random vector functional link network (RT2McRVFLN), which provides a highly scalable solution for data streams in a strictly online and integrated framework. It is built upon the psychologically inspired concept of metacognitive learning, which covers three basic components of human learning: what-to-learn, how-to-learn, and when-to-learn. The what-to-learn selects important samples on the fly with the use of online active learning scenario, which renders our algorithm an online semi-supervised algorithm. The how-to-learn process combines an open structure of evolving concept and a randomized learning algorithm of random vector functional link network (RVFLN). The efficacy of the RT2McRVFLN has been numerically validated through two real-world case studies and comparisons with its counterparts, which arrive at a conclusive finding that our algorithm delivers a tradeoff between accuracy and simplicity.
机构:
China Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
Zhao, Jianwei
Wang, Zhihui
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China Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
Wang, Zhihui
Cao, Feilong
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China Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
Cao, Feilong
Wang, Dianhui
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La Trobe Univ, Dept Comp Sci & Comp Engn, Melbourne, Vic 3086, Australia
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Liaoning, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
机构:
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Zhou, Ping
Yuan, Meng
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Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Yuan, Meng
Wang, Hong
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Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Univ Manchester, Control Syst Ctr, Manchester M60 1QD, Lancs, EnglandNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Wang, Hong
Wang, Zhuo
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Hong Kong Univ Sci & Technol, Fok Ying Tung Grad Sch, Hong Kong 999077, Hong Kong, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Wang, Zhuo
Chai, Tian-You
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Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
机构:
China Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
Zhao, Jianwei
Wang, Zhihui
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China Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
Wang, Zhihui
Cao, Feilong
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China Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
Cao, Feilong
Wang, Dianhui
论文数: 0引用数: 0
h-index: 0
机构:
La Trobe Univ, Dept Comp Sci & Comp Engn, Melbourne, Vic 3086, Australia
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Liaoning, Peoples R ChinaChina Jiliang Univ, Dept Informat & Math Sci, Hangzhou 310018, Zhejiang, Peoples R China
机构:
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Zhou, Ping
Yuan, Meng
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机构:
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Yuan, Meng
Wang, Hong
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机构:
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Univ Manchester, Control Syst Ctr, Manchester M60 1QD, Lancs, EnglandNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Wang, Hong
Wang, Zhuo
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Hong Kong Univ Sci & Technol, Fok Ying Tung Grad Sch, Hong Kong 999077, Hong Kong, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
Wang, Zhuo
Chai, Tian-You
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机构:
Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R ChinaNortheastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China