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Titlebook: Extreme Learning Machines 2013: Algorithms and Applications; Fuchen Sun,Kar-Ann Toh,Kezhi Mao Book 2014 Springer International Publishing

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书目名称Extreme Learning Machines 2013: Algorithms and Applications
编辑Fuchen Sun,Kar-Ann Toh,Kezhi Mao
视频video
概述Explains the most recent developments of Extreme Learning Machines.Includes theories and algorithms such as universal approximation and convergence, robustness and stability analysis, real-time learni
丛书名称Adaptation, Learning, and Optimization
图书封面Titlebook: Extreme Learning Machines 2013: Algorithms and Applications;  Fuchen Sun,Kar-Ann Toh,Kezhi Mao Book 2014 Springer International Publishing
描述.In recent years, ELM has emerged as a revolutionary technique of computational intelligence, and has attracted considerable attentions. An extreme learning machine (ELM) is a single layer feed-forward neural network alike learning system, whose connections from the input layer to the hidden layer are randomly generated, while the connections from the hidden layer to the output layer are learned through linear learning methods. The outstanding merits of extreme learning machine (ELM) are its fast learning speed, trivial human intervene and high scalability..This book contains some selected papers from the International Conference on Extreme Learning Machine 2013, which was held in Beijing China, October 15-17, 2013. This conference aims to bring together the researchers and practitioners of extreme learning machine from a variety of fields including artificial intelligence, biomedical engineering and bioinformatics, system modelling and control, and signal and image processing, to promote research and discussions of “learning without iterative tuning"..This book covers algorithms and applications of ELM. It gives readers a glance of the newest developments of ELM..
出版日期Book 2014
关键词Computational Intelligence; Extreme Learning Machines; Kernel Based Algorithms; Real-Time Learning/Reas
版次1
doihttps://doi.org/10.1007/978-3-319-04741-6
isbn_softcover978-3-319-35003-5
isbn_ebook978-3-319-04741-6Series ISSN 1867-4534 Series E-ISSN 1867-4542
issn_series 1867-4534
copyrightSpringer International Publishing Switzerland 2014
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A Stock Decision Support System Based on ELM,ainty and noise, prediction is full of challenging and risk when it comes to stock markets. This chapter combines extreme learning machine (ELM) and the Oscillation box theory together to construct a stock decision support system, which can help people make decisions on stock trading through suggest
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Robust Face Detection Using Multi-Block Local Gradient Patterns and Extreme Learning Machine,res in the way similar to local gradient patterns (LGP) however, the gradient of pixels in LGP was replaced by the counterparts of square image areas in MB-LGP. We have proved that the MB-LGP has most of the advantages of LGP and moreover with a stronger discriminant power and better robustness agai
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ELM-Based Adaptive Live Migration Approach of Virtual Machines, machines is the core and key technique of virtualization fields, but the existing pre-copy live migration approach has the problems of low copy efficiency and long total migration time, so we propose an extreme learning machine (ELM) based adaptive live migration approach of virtual machines (ELMBA
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