Huang Guangbin
Associate Professor of School of Electrical & Electronic Engineering

Division of ICIS

Phone: (65) 6790 4489, Fax: (65) 6793 3318
Office: S2.1-B2-06
Email: egbhuang@ntu.edu.sg, gbhuang@ieee.org
Personal Website: http://www.ntu.edu.sg/home/egbhuang/

Biography

Dr Huang Guangbin received the B.Sc degree in applied mathematics and M.Eng degree in computer engineering from Northeastern University, P. R. China, in 1991 and 1994, respectively, and Ph.D degree in electrical engineering from Nanyang Technological University, Singapore in 1999. During undergraduate period, he also concurrently studied in Wireless Communication department of Northeastern University, P. R. China.

From June 1998 to May 2001, he worked as Research Fellow in Singapore Institute of Manufacturing Technology (formerly known as Gintic Institute of Manufacturing Technology) where he has led/implemented several key industrial projects and also built up two R&D labs: Communication Information Technologies Lab and Mobile Communication Lab. He was the chief architect for several significant industrial projects including (Singapore Airlines) SATS Cargo Terminal 5 Information Tracking System. From May 2001, he has been working as an Assistant Professor and Associate Professor (tenured) in the School of Electrical and Electronic Engineering, Nanyang Technological University. He was a member of the Emergent Technologies Technical Committee of IEEE Computational Intelligence Society. He is a member of the Committee on Membership Development of IEEE Singapore Chapter. He serves as session chair, track chair and plenary talk chair for several international conferences. He is currently an associate editor of Neurocomputing, and IEEE Transactions on Systems, Man, and Cybernetics – Part B. He is a senior member of IEEE.

Research Interest

Extreme Learning Machine, computational intelligence theories, machine learning applications in bioinformatics, human-computer interface, image processing, and robot control

Selected Publications

  • G.-B. Huang, Q.-Y. Zhu and C.-K. Siew, “Real-Time Learning Capability of Neural Networks”, (in press) IEEE Transactions on Neural Networks, vol. 17, no. 4, 2006. (Technical Report ICIS/45/2003)
  • G.-B. Huang, L. Chen and C.-K. Siew, “Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Nodes”, (in press) IEEE Transactions on Neural Networks, vol. 17, no. 4, 2006. (Technical Report ICIS/46/2003)
  • G.-B. Huang, Q.-Y. Zhu and C.-K. Siew, “Extreme Learning Machine: Theory and Applications”, to appear in Neurocomputing, 2006. (Technical Report ICIS/03/2004)
  • G.-B. Huang, Q.-Y. Zhu, K. Z. Mao, C.-K. Siew, P. Saratchandran, N. Sundararajan, “Can Threshold Networks Be Trained Directly?” IEEE Transactions on Circuits and Systems-II, vol. 53, no. 3, pp. 187-191, 2006
  • G.-B. Huang, P. Saratchandran and N. Sundararajan, “A Generalized Growing And Pruning RBF (GGAP-RBF) Neural Network for Function Approximation,” IEEE Transactions on Neural Networks, vol. 16, no. 1, pp. 57--67, 2005.[Source Codes of GGAP-RBF]