메뉴 건너뛰기




Volumn 26, Issue 9, 2015, Pages 2214-2220

Online Sequential Extreme Learning Machine with Kernels

Author keywords

Extreme learning machine (ELM); kernel; online learning; recursive least square (RLS).

Indexed keywords

ADAPTIVE FILTERING; ALGORITHMS; E-LEARNING; KNOWLEDGE ACQUISITION; LEARNING SYSTEMS; MAPPING; POSITION CONTROL; SOCIAL NETWORKING (ONLINE);

EID: 84939797937     PISSN: 2162237X     EISSN: 21622388     Source Type: Journal    
DOI: 10.1109/TNNLS.2014.2382094     Document Type: Article
Times cited : (155)

References (30)
  • 1
    • 84859007933 scopus 로고    scopus 로고
    • Extreme learning machine for regression and multiclass classification
    • Apr.
    • G.-B. Huang, H. Zhou, X. Ding, and R. Zhang, "Extreme learning machine for regression and multiclass classification," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 42, no. 2, pp. 513-529, Apr. 2012.
    • (2012) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.-B.1    Zhou, H.2    Ding, X.3    Zhang, R.4
  • 2
    • 79958178274 scopus 로고    scopus 로고
    • Extreme learning machines: A survey
    • Jun.
    • G.-B. Huang, D. H. Wang, and Y. Lan, "Extreme learning machines: A survey," Int. J. Mach. Learn. Cybern., vol. 2, no. 2, pp. 107-122, Jun. 2011.
    • (2011) Int. J. Mach. Learn. Cybern. , vol.2 , Issue.2 , pp. 107-122
    • Huang, G.-B.1    Wang, D.H.2    Lan, Y.3
  • 3
    • 33745918399 scopus 로고    scopus 로고
    • Universal approximation using incremental constructive feedforward networks with random hidden nodes
    • Jul.
    • G.-B. Huang, L. Chen, and C.-K. Siew, "Universal approximation using incremental constructive feedforward networks with random hidden nodes," IEEE Trans. Neural Netw., vol. 17, no. 4, pp. 879-892, Jul. 2006.
    • (2006) IEEE Trans. Neural Netw. , vol.17 , Issue.4 , pp. 879-892
    • Huang, G.-B.1    Chen, L.2    Siew, C.-K.3
  • 4
    • 33745903481 scopus 로고    scopus 로고
    • Extreme learning machine: Theory and applications
    • Dec.
    • G.-B. Huang, Q.-Y. Zhu, and C.-K. Siew, "Extreme learning machine: Theory and applications," Neurocomputing, vol. 70, nos. 1-3, pp. 489-501, Dec. 2006.
    • (2006) Neurocomputing , vol.70 , Issue.1-3 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 6
    • 0034419669 scopus 로고    scopus 로고
    • Regularization networks and support vector machines
    • Apr.
    • T. Evgeniou, M. Pontil, and T. Poggio, "Regularization networks and support vector machines," Adv. Comput. Math., vol. 13, no. 1, pp. 1-50, Apr. 2000.
    • (2000) Adv. Comput. Math. , vol.13 , Issue.1 , pp. 1-50
    • Evgeniou, T.1    Pontil, M.2    Poggio, T.3
  • 8
    • 34047174077 scopus 로고    scopus 로고
    • A fast and accurate online sequential learning algorithm for feedforward networks
    • Nov.
    • N.-Y. Liang, G.-B. Huang, P. Saratchandran, and N. Sundararajan, "A fast and accurate online sequential learning algorithm for feedforward networks," IEEE Trans. Neural Netw., vol. 17, no. 6, pp. 1411-1423, Nov. 2006.
    • (2006) IEEE Trans. Neural Netw. , vol.17 , Issue.6 , pp. 1411-1423
    • Liang, N.-Y.1    Huang, G.-B.2    Saratchandran, P.3    Sundararajan, N.4
  • 10
    • 58549103087 scopus 로고    scopus 로고
    • No-reference image quality assessment using modified extreme learning machine classifier
    • Mar.
    • S. Suresh, R. V. Babu, and H. J. Kim, "No-reference image quality assessment using modified extreme learning machine classifier," Appl. Soft Comput., vol. 9, no. 2, pp. 541-552, Mar. 2009.
    • (2009) Appl. Soft Comput. , vol.9 , Issue.2 , pp. 541-552
    • Suresh, S.1    Babu, R.V.2    Kim, H.J.3
  • 11
    • 77957870624 scopus 로고    scopus 로고
    • Performance enhancement of extreme learning machine for multi-category sparse data classification problems
    • Oct.
    • S. Suresh, S. Saraswathi, and N. Sundararajan, "Performance enhancement of extreme learning machine for multi-category sparse data classification problems," Eng. Appl. Artif. Intell., vol. 23, no. 7, pp. 1149-1157, Oct. 2010.
    • (2010) Eng. Appl. Artif. Intell. , vol.23 , Issue.7 , pp. 1149-1157
    • Suresh, S.1    Saraswathi, S.2    Sundararajan, N.3
  • 12
    • 55949132682 scopus 로고    scopus 로고
    • A fast pruned-extreme learning machine for classification problem
    • Dec.
    • H.-J. Rong, Y.-S. Ong, A.-H. Tan, and Z. Zhu, "A fast pruned-extreme learning machine for classification problem," Neurocomputing, vol. 72, nos. 1-3, pp. 359-366, Dec. 2008.
    • (2008) Neurocomputing , vol.72 , Issue.1-3 , pp. 359-366
    • Rong, H.-J.1    Ong, Y.-S.2    Tan, A.-H.3    Zhu, Z.4
  • 13
    • 34548158996 scopus 로고    scopus 로고
    • Convex incremental extreme learning machine
    • Oct.
    • G.-B. Huang and L. Chen, "Convex incremental extreme learning machine," Neurocomputing, vol. 70, nos. 16-18, pp. 3056-3062, Oct. 2007.
    • (2007) Neurocomputing , vol.70 , Issue.16-18 , pp. 3056-3062
    • Huang, G.-B.1    Chen, L.2
  • 14
    • 85008039450 scopus 로고    scopus 로고
    • Online sequential fuzzy extreme learning machine for function approximation and classification problems
    • Aug.
    • H.-J. Rong, G.-B. Huang, N. Sundararajan, and P. Saratchandran, "Online sequential fuzzy extreme learning machine for function approximation and classification problems," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 39, no. 4, pp. 1067-1072, Aug. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.39 , Issue.4 , pp. 1067-1072
    • Rong, H.-J.1    Huang, G.-B.2    Sundararajan, N.3    Saratchandran, P.4
  • 18
    • 84877955047 scopus 로고    scopus 로고
    • Deformed kernel based extreme learning machine
    • Jun.
    • C. Zhang, X. S. Xia, and B. Liu, "Deformed kernel based extreme learning machine," J. Comput., vol. 8, no. 6, pp. 1602-1609, Jun. 2013.
    • (2013) J. Comput. , vol.8 , Issue.6 , pp. 1602-1609
    • Zhang, C.1    Xia, X.S.2    Liu, B.3
  • 22
    • 3543096272 scopus 로고    scopus 로고
    • The kernel recursive least-squares algorithm
    • Aug.
    • Y. Engel, S. Mannor, and R. Meir, "The kernel recursive least-squares algorithm," IEEE Trans. Signal Process., vol. 52, no. 8, pp. 2275-2285, Aug. 2004.
    • (2004) IEEE Trans. Signal Process. , vol.52 , Issue.8 , pp. 2275-2285
    • Engel, Y.1    Mannor, S.2    Meir, R.3
  • 24
    • 72149098116 scopus 로고    scopus 로고
    • An information theoretic approach of designing sparse kernel adaptive filters
    • Dec.
    • W. Liu, I. Park, and J. C. Príncipe, "An information theoretic approach of designing sparse kernel adaptive filters," IEEE Trans. Neural Netw., vol. 20, no. 12, pp. 1950-1961, Dec. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.12 , pp. 1950-1961
    • Liu, W.1    Park, I.2    Príncipe, J.C.3
  • 26
    • 0033931867 scopus 로고    scopus 로고
    • Assessing the accuracy of prediction algorithms for classification: An overview
    • May
    • P. Baldi, S. Brunak, Y. Chauvin, C. A. F. Andersen, and H. Nielsen, "Assessing the accuracy of prediction algorithms for classification: An overview," Bioinformatics, vol. 16, no. 5, pp. 412-424, May 2000.
    • (2000) Bioinformatics , vol.16 , Issue.5 , pp. 412-424
    • Baldi, P.1    Brunak, S.2    Chauvin, Y.3    Andersen, C.A.F.4    Nielsen, H.5
  • 27
    • 68549133155 scopus 로고    scopus 로고
    • Learning from imbalanced data
    • Sep.
    • H. He and E. A. Garcia, "Learning from imbalanced data," IEEE Trans. Knowl. Data Eng., vol. 21, no. 9, pp. 1263-1284, Sep. 2009.
    • (2009) IEEE Trans. Knowl. Data Eng. , vol.21 , Issue.9 , pp. 1263-1284
    • He, H.1    Garcia, E.A.2
  • 28
    • 0034159928 scopus 로고    scopus 로고
    • Generating concise and accurate classification rules for breast cancer diagnosis
    • Mar.
    • R. Setiono, "Generating concise and accurate classification rules for breast cancer diagnosis," Artif. Intell. Med., vol. 18, no. 3, pp. 205-219, Mar. 2000.
    • (2000) Artif. Intell. Med. , vol.18 , Issue.3 , pp. 205-219
    • Setiono, R.1
  • 30
    • 84878490532 scopus 로고    scopus 로고
    • Online sequential extreme learning machine in nonstationary environments
    • Sep.
    • Y. Ye, S. Squartini, and F. Piazza, "Online sequential extreme learning machine in nonstationary environments," Neurocomputing, vol. 116, pp. 94-101, Sep. 2012.
    • (2012) Neurocomputing , vol.116 , pp. 94-101
    • Ye, Y.1    Squartini, S.2    Piazza, F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.