Guang-Bin Huang

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Sundararajan NRetd. Prof EEE, NTU, SingaporeVerified email at ntu.edu.sg
Erik CambriaProfessor of Computing and Data Science, NTU SingaporeVerified email at ntu.edu.sg
Jiexiong TangKTH Royal Institute of TechnologyVerified email at kth.se
Soujanya PoriaAssistant Professor, Singapore University of Technology and DesignVerified email at sutd.edu.sg
Cao JiuwenDean, Professor of School of Automation, 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
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 OngPresident Chair Professor of Computer Science, A*Star AI Chief Scientist, FIEEEVerified 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
De-Shuang HuangInstitute of Machine Learning and Systems Biology, Eastern Institute of Technology

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	15102	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	6432	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	5620	2004
Universal approximation using incremental constructive feedforward networks with random hidden nodes GB Huang, L Chen, CK Siew IEEE transactions on neural networks 17 (4), 879-892, 2006	2971	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	2331	2006
Extreme learning machines: a survey GB Huang, DH Wang, Y Lan International journal of machine learning and cybernetics 2, 107-122, 2011	2249	2011
Trends in extreme learning machines: A review G Huang, GB Huang, S Song, K You Neural Networks 61, 32-48, 2015	1964	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	1568	2015
Convex incremental extreme learning machine GB Huang, L Chen Neurocomputing 70 (16-18), 3056-3062, 2007	1281	2007
An insight into extreme learning machines: random neurons, random features and kernels GB Huang Cognitive Computation 6, 376-390, 2014	1126	2014
Optimization method based extreme learning machine for classification GB Huang, X Ding, H Zhou Neurocomputing 74 (1-3), 155-163, 2010	1059	2010
Enhanced random search based incremental extreme learning machine GB Huang, L Chen neurocomputing 71 (16-18), 3460-3468, 2008	1043	2008
Learning capability and storage capacity of two-hidden-layer feedforward networks GB Huang IEEE transactions on neural networks 14 (2), 274-281, 2003	1016	2003
Evolutionary extreme learning machine QY Zhu, AK Qin, PN Suganthan, GB Huang Pattern recognition 38 (10), 1759-1763, 2005	949	2005
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	859	2005
Weighted extreme learning machine for imbalance learning W Zong, GB Huang, Y Chen Neurocomputing 101, 229-242, 2013	847	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	773	2009
Representational learning with ELMs for big data LLC Kasun, H Zhou, GB Huang, CM Vong IEEE COMPUTER SOC10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA …, 2013	745	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	690	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, 263-278, 2015	599	2015

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