Guang-Bin Huang

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Sundararajan NRetd. Prof EEE, NTU, SingaporeVerified email at ntu.edu.sg
Erik CambriaAssociate Professor, NTU SingaporeVerified email at ntu.edu.sg
Soujanya PoriaAssistant Professor, Singapore University of Technology and DesignVerified email at sutd.edu.sg
Jiexiong TangKTH Royal Institute of TechnologyVerified email at kth.se
Cao JiuwenProfessor of Institute of Information and Control, Hangzhou Dianzi University, ChinaVerified email at hdu.edu.cn
Weiwei ZongHenry Ford Health SystemVerified email at hfhs.org
Huaguang ZhangNortheastern University, ChinaVerified email at mail.neu.edu.cn
De-Shuang HuangInstitute of Machine Learning and Systems Biology Tongji UniversityVerified email at tongji.edu.cn
Chi Man VONGUniversity of MacauVerified email at umac.mo
Nan LIU, PhDDuke-NUS Medical SchoolVerified email at duke-nus.edu.sg
Kai (Alex) QinSwinburne University of TechnologyVerified email at swin.edu.au
Feng GuoruiShanghai UniversityVerified email at shu.edu.cn
Yew-Soon OngProfessor of Computer ScienceVerified email at ntu.edu.sg
Arindam BasuProfessor, City University of Hong Kong (past Associate Professor of EEE at NTU)Verified email at cityu.edu.hk
Michael R. LyuProfessor of Computer Science & Engineering, The Chinese University of Hong KongVerified email at cse.cuhk.edu.hk
Guoqi LiProfessor, Institue of Automation，Chinese Academy of Sciences，Previously Tsinghua UniversityVerified email at ia.ac.cn
Rui ZhangPost-Doctoral Fellow @ Institute of Space and Earth Information Science, Chinese University of HongVerified email at cuhk.edu.hk

Guang-Bin Huang

Full Professor, Nanyang Technological University, Singapore

Verified email at ntu.edu.sg - Homepage

Machine Learning Neural Networks Neuroscience


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Extreme learning machine: theory and applications GB Huang, QY Zhu, CK Siew Neurocomputing 70 (1-3), 489-501, 2006	12204	2006
Extreme learning machine for regression and multiclass classification GB Huang, H Zhou, X Ding, R Zhang IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) 42 …, 2011	5494	2011
Extreme learning machine: a new learning scheme of feedforward neural networks GB Huang, QY Zhu, CK Siew 2004 IEEE international joint conference on neural networks (IEEE Cat. No …, 2004	4662	2004
Universal approximation using incremental constructive feedforward networks with random hidden nodes GB Huang, L Chen, CK Siew IEEE Trans. Neural Networks 17 (4), 879-892, 2006	2616	2006
A fast and accurate online sequential learning algorithm for feedforward networks NY Liang, GB Huang, P Saratchandran, N Sundararajan IEEE Transactions on neural networks 17 (6), 1411-1423, 2006	2034	2006
Extreme learning machines: a survey GB Huang, DH Wang, Y Lan International journal of machine learning and cybernetics 2 (2), 107-122, 2011	1984	2011
Trends in extreme learning machines: A review G Huang, GB Huang, S Song, K You Neural Networks 61, 32-48, 2015	1558	2015
Extreme learning machine for multilayer perceptron J Tang, C Deng, GB Huang IEEE transactions on neural networks and learning systems 27 (4), 809-821, 2015	1225	2015
Convex incremental extreme learning machine GB Huang, L Chen Neurocomputing 70 (16-18), 3056-3062, 2007	1186	2007
Enhanced random search based incremental extreme learning machine GB Huang, L Chen Neurocomputing 71 (16-18), 3460-3468, 2008	976	2008
An insight into extreme learning machines: random neurons, random features and kernels GB Huang Cognitive Computation 6 (3), 376-390, 2014	953	2014
Optimization method based extreme learning machine for classification GB Huang, X Ding, H Zhou Neurocomputing 74 (1-3), 155-163, 2010	950	2010
Evolutionary extreme learning machine QY Zhu, AK Qin, PN Suganthan, GB Huang Pattern recognition 38 (10), 1759-1763, 2005	832	2005
Learning capability and storage capacity of two-hidden-layer feedforward networks GB Huang IEEE transactions on neural networks 14 (2), 274-281, 2003	829	2003
A generalized growing and pruning RBF (GGAP-RBF) neural network for function approximation GB Huang, P Saratchandran, N Sundararajan IEEE transactions on neural networks 16 (1), 57-67, 2005	800	2005
Weighted extreme learning machine for imbalance learning W Zong, GB Huang, Y Chen Neurocomputing 101, 229-242, 2013	692	2013
Error minimized extreme learning machine with growth of hidden nodes and incremental learning G Feng, GB Huang, Q Lin, R Gay IEEE Transactions on Neural Networks 20 (8), 1352-1357, 2009	685	2009
Representational learning with ELMs for big data LLC Kasun, H Zhou, GB Huang, CM Vong	622	2013
Upper bounds on the number of hidden neurons in feedforward networks with arbitrary bounded nonlinear activation functions GB Huang, HA Babri IEEE transactions on neural networks 9 (1), 224-229, 1998	616	1998
What are extreme learning machines? Filling the gap between Frank Rosenblatt’s dream and John von Neumann’s puzzle GB Huang Cognitive Computation 7 (3), 263-278, 2015	518	2015

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