Extreme learning machines

Erik Cambria, Guang Bin Huang, Liyanaarachchi Lekamalage Chamara Kasun, Hongming Zhou, Chi Man Vong, Jiarun Lin, Jianping Yin, Zhiping Cai, Qiang Liu, Kuan Li, Victor C.M. Leung, Liang Feng, Yew Soon Ong, Meng Hiot Lim, Anton Akusok, Amaury Lendasse, Francesco Corona, Rui Nian, Yoan Miche, Paolo GastaldoRodolfo Zunino, Sergio Decherchi, Xuefeng Yang, Kezhi Mao, Beom Seok Oh, Jehyoung Jeon, Kar Ann Toh, Andrew Beng Jin Teoh, Jaihie Kim, Hanchao Yu, Yiqiang Chen, Junfa Liu

Research output: Contribution to journalComment/debate

206 Citations (Scopus)
Original languageEnglish
Pages (from-to)30-59
Number of pages30
JournalIEEE Intelligent Systems
Issue number6
Publication statusPublished - 2013 Nov 1


Computation theory
Data handling
Radial basis function networks
Knowledge acquisition
Learning systems
Big data

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Artificial Intelligence

Cite this

Cambria, E., Huang, G. B., Kasun, L. L. C., Zhou, H., Vong, C. M., Lin, J., ... Liu, J. (2013). Extreme learning machines. IEEE Intelligent Systems, 28(6), 30-59. https://doi.org/10.1109/MIS.2013.140
Cambria, Erik ; Huang, Guang Bin ; Kasun, Liyanaarachchi Lekamalage Chamara ; Zhou, Hongming ; Vong, Chi Man ; Lin, Jiarun ; Yin, Jianping ; Cai, Zhiping ; Liu, Qiang ; Li, Kuan ; Leung, Victor C.M. ; Feng, Liang ; Ong, Yew Soon ; Lim, Meng Hiot ; Akusok, Anton ; Lendasse, Amaury ; Corona, Francesco ; Nian, Rui ; Miche, Yoan ; Gastaldo, Paolo ; Zunino, Rodolfo ; Decherchi, Sergio ; Yang, Xuefeng ; Mao, Kezhi ; Oh, Beom Seok ; Jeon, Jehyoung ; Toh, Kar Ann ; Teoh, Andrew Beng Jin ; Kim, Jaihie ; Yu, Hanchao ; Chen, Yiqiang ; Liu, Junfa. / Extreme learning machines. In: IEEE Intelligent Systems. 2013 ; Vol. 28, No. 6. pp. 30-59.
title = "Extreme learning machines",
author = "Erik Cambria and Huang, {Guang Bin} and Kasun, {Liyanaarachchi Lekamalage Chamara} and Hongming Zhou and Vong, {Chi Man} and Jiarun Lin and Jianping Yin and Zhiping Cai and Qiang Liu and Kuan Li and Leung, {Victor C.M.} and Liang Feng and Ong, {Yew Soon} and Lim, {Meng Hiot} and Anton Akusok and Amaury Lendasse and Francesco Corona and Rui Nian and Yoan Miche and Paolo Gastaldo and Rodolfo Zunino and Sergio Decherchi and Xuefeng Yang and Kezhi Mao and Oh, {Beom Seok} and Jehyoung Jeon and Toh, {Kar Ann} and Teoh, {Andrew Beng Jin} and Jaihie Kim and Hanchao Yu and Yiqiang Chen and Junfa Liu",
year = "2013",
month = "11",
day = "1",
doi = "10.1109/MIS.2013.140",
language = "English",
volume = "28",
pages = "30--59",
journal = "IEEE Intelligent Systems",
issn = "1541-1672",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
number = "6",


Cambria, E, Huang, GB, Kasun, LLC, Zhou, H, Vong, CM, Lin, J, Yin, J, Cai, Z, Liu, Q, Li, K, Leung, VCM, Feng, L, Ong, YS, Lim, MH, Akusok, A, Lendasse, A, Corona, F, Nian, R, Miche, Y, Gastaldo, P, Zunino, R, Decherchi, S, Yang, X, Mao, K, Oh, BS, Jeon, J, Toh, KA, Teoh, ABJ, Kim, J, Yu, H, Chen, Y & Liu, J 2013, 'Extreme learning machines', IEEE Intelligent Systems, vol. 28, no. 6, pp. 30-59. https://doi.org/10.1109/MIS.2013.140

Extreme learning machines. / Cambria, Erik; Huang, Guang Bin; Kasun, Liyanaarachchi Lekamalage Chamara; Zhou, Hongming; Vong, Chi Man; Lin, Jiarun; Yin, Jianping; Cai, Zhiping; Liu, Qiang; Li, Kuan; Leung, Victor C.M.; Feng, Liang; Ong, Yew Soon; Lim, Meng Hiot; Akusok, Anton; Lendasse, Amaury; Corona, Francesco; Nian, Rui; Miche, Yoan; Gastaldo, Paolo; Zunino, Rodolfo; Decherchi, Sergio; Yang, Xuefeng; Mao, Kezhi; Oh, Beom Seok; Jeon, Jehyoung; Toh, Kar Ann; Teoh, Andrew Beng Jin; Kim, Jaihie; Yu, Hanchao; Chen, Yiqiang; Liu, Junfa.

In: IEEE Intelligent Systems, Vol. 28, No. 6, 01.11.2013, p. 30-59.

Research output: Contribution to journalComment/debate


T1 - Extreme learning machines

AU - Cambria, Erik

AU - Huang, Guang Bin

AU - Kasun, Liyanaarachchi Lekamalage Chamara

AU - Zhou, Hongming

AU - Vong, Chi Man

AU - Lin, Jiarun

AU - Yin, Jianping

AU - Cai, Zhiping

AU - Liu, Qiang

AU - Li, Kuan

AU - Leung, Victor C.M.

AU - Feng, Liang

AU - Ong, Yew Soon

AU - Lim, Meng Hiot

AU - Akusok, Anton

AU - Lendasse, Amaury

AU - Corona, Francesco

AU - Nian, Rui

AU - Miche, Yoan

AU - Gastaldo, Paolo

AU - Zunino, Rodolfo

AU - Decherchi, Sergio

AU - Yang, Xuefeng

AU - Mao, Kezhi

AU - Oh, Beom Seok

AU - Jeon, Jehyoung

AU - Toh, Kar Ann

AU - Teoh, Andrew Beng Jin

AU - Kim, Jaihie

AU - Yu, Hanchao

AU - Chen, Yiqiang

AU - Liu, Junfa

PY - 2013/11/1

Y1 - 2013/11/1

UR - http://www.scopus.com/inward/record.url?scp=84919336343&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84919336343&partnerID=8YFLogxK

U2 - 10.1109/MIS.2013.140

DO - 10.1109/MIS.2013.140

M3 - Comment/debate

AN - SCOPUS:84919336343

VL - 28

SP - 30

EP - 59

JO - IEEE Intelligent Systems

JF - IEEE Intelligent Systems

SN - 1541-1672

IS - 6

ER -

Cambria E, Huang GB, Kasun LLC, Zhou H, Vong CM, Lin J et al. Extreme learning machines. IEEE Intelligent Systems. 2013 Nov 1;28(6):30-59. https://doi.org/10.1109/MIS.2013.140