메뉴 건너뛰기




Volumn 28, Issue 6, 2013, Pages 30-59

Extreme learning machines

(32)  Cambria, Erik a   Huang, Guang Bin b   Kasun, Liyanaarachchi Lekamalage Chamara b   Zhou, Hongming b   Vong, Chi Man c   Lin, Jiarun d   Yin, Jianping d   Cai, Zhiping d   Liu, Qiang d   Li, Kuan d   Leung, Victor C M e   Feng, Liang f   Ong, Yew Soon f   Lim, Meng Hiot b   Akusok, Anton g   Lendasse, Amaury g,h   Corona, Francesco g   Nian, Rui i   Miche, Yoan g   Gastaldo, Paolo j   more..


Author keywords

[No Author keywords available]

Indexed keywords

BIG DATA; COMPUTATION THEORY; DATA HANDLING; KNOWLEDGE ACQUISITION; OUTSOURCING; PROBLEM SOLVING; RADIAL BASIS FUNCTION NETWORKS;

EID: 84919336343     PISSN: 15411672     EISSN: None     Source Type: Journal    
DOI: 10.1109/MIS.2013.140     Document Type: Note
Times cited : (322)

References (68)
  • 1
    • 33745918399 scopus 로고    scopus 로고
    • Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Nodes
    • G.-B. Huang, L. Chen, and C.-K. Siew, "Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Nodes," IEEE Trans. Neural Networks, vol. 17, no. 4, 2006, pp. 879-892.
    • (2006) IEEE Trans. Neural Networks , vol.17 , Issue.4 , pp. 879-892
    • Huang, G.-B.1    Chen, L.2    Siew, C.-K.3
  • 2
    • 78649492473 scopus 로고    scopus 로고
    • Optimization Method Based Extreme Learning Machine for Classification
    • G.-B. Huang, X. Ding, and H. Zhou, "Optimization Method Based Extreme Learning Machine for Classification," Neurocomputing, vol. 74, 2010, pp. 155-163.
    • (2010) Neurocomputing , vol.74 , pp. 155-163
    • Huang, G.-B.1    Ding, X.2    Zhou, H.3
  • 3
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.-B. Huang, Q.-Y. Zhu, and C.-K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 4
    • 84859007933 scopus 로고    scopus 로고
    • Extreme Learning Machine for Regression and Multiclass Classification
    • G.-B. Huang et al., "Extreme Learning Machine for Regression and Multiclass Classification," IEEE Trans. Systems, Man, and Cybernetics, vol. 42, no. 2, 2011, pp. 513-529.
    • (2011) IEEE Trans. Systems, Man, and Cybernetics , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.-B.1
  • 5
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the Dimensionality of Data with Neural Networks
    • G. E. Hinton and R. R. Salakhutdinov, "Reducing the Dimensionality of Data with Neural Networks," Science, vol. 313, no. 5786, 2006, pp. 504-507.
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 6
    • 79551480483 scopus 로고    scopus 로고
    • Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion
    • P. Vincent et al., "Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion," J. Machine Learning Research, vol. 11, 2010, pp. 3371-3408.
    • (2010) J. Machine Learning Research , vol.11 , pp. 3371-3408
    • Vincent, P.1
  • 8
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.-B. Huang, Q.-Y. Zhu and C.-K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 9
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-Based Learning Applied to Document Recognition
    • Y. LeCun et al., "Gradient-Based Learning Applied to Document Recognition," Proc. IEEE, vol. 86, no. 11, 1998, pp. 2278-2324.
    • (1998) Proc. IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • LeCun, Y.1
  • 10
    • 84859007933 scopus 로고    scopus 로고
    • Extreme Learning Machine for Regression and Multiclass Classification
    • G.-B. Huang et al.,"Extreme Learning Machine for Regression and Multiclass Classification," IEEE Trans. Systems, Man, and Cybernetics, vol. 42, no. 2, 2012, pp. 513-529.
    • (2012) IEEE Trans. Systems, Man, and Cybernetics , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.-B.1
  • 11
    • 84870473129 scopus 로고    scopus 로고
    • The No-Prop Algorithm: A New Learning Algorithm for Multilayer Neural Networks
    • B. Widrow et al., "The No-Prop Algorithm: A New Learning Algorithm for Multilayer Neural Networks," Neural Networks, vol. 37, 2013, pp. 182-188.
    • (2013) Neural Networks , vol.37 , pp. 182-188
    • Widrow, B.1
  • 12
    • 33745918399 scopus 로고    scopus 로고
    • Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Node
    • G.-B. Huang, L. Chen, and C.-K. Siew, "Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Node," IEEE Trans. Neural Networks, vol. 17, no. 4, 2006, pp. 879-892.
    • (2006) IEEE Trans. Neural Networks , vol.17 , Issue.4 , pp. 879-892
    • Huang, G.-B.1    Chen, L.2    Siew, C.-K.3
  • 15
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.-B. Huang, Q.-Y. Zhu, and C.-K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 16
    • 84859007933 scopus 로고    scopus 로고
    • Extreme Learning Machine for Regression and Multiclass Classification
    • G.-B. Huang et al., "Extreme Learning Machine for Regression and Multiclass Classification," IEEE Trans. Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 42, no. 2, 2012, pp. 513-529.
    • (2012) IEEE Trans. Systems, Man, and Cybernetics, Part B: Cybernetics , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.-B.1
  • 17
    • 84870243622 scopus 로고    scopus 로고
    • Parallel Extreme Learning Machine for Regression Based on Map-Reduce
    • Q. He et al., "Parallel Extreme Learning Machine for Regression Based on Map-Reduce," Neurocomputing, vol. 102, 2013, pp. 52-58.
    • (2013) Neurocomputing , vol.102 , pp. 52-58
    • He, Q.1
  • 18
    • 80051584618 scopus 로고    scopus 로고
    • GPU-Accelerated and Parallelized ELM Ensembles for Large-Scale Regression
    • M. van Heeswijk et al., "GPU-Accelerated and Parallelized ELM Ensembles for Large-Scale Regression," Neurocomputing, vol. 74, no. 16, 2011, pp. 2430-2437.
    • (2011) Neurocomputing , vol.74 , Issue.16 , pp. 2430-2437
    • Van Heeswijk, M.1
  • 20
    • 84878313623 scopus 로고    scopus 로고
    • Efficient Revocation in Ciphertext-Policy Attribute-Based Encryption Based Cryptographic Cloud Storage
    • Feb.
    • Y. Cheng et al., "Efficient Revocation in Ciphertext-Policy Attribute-Based Encryption Based Cryptographic Cloud Storage," J. Zhejiang University-Science C (Computers & Electronics), vol. 14, Feb. 2013, pp. 85-97.
    • (2013) J. Zhejiang University-Science C (Computers & Electronics) , vol.14 , pp. 85-97
    • Cheng, Y.1
  • 21
    • 79960862322 scopus 로고    scopus 로고
    • Secure and Practical Outsourcing of Linear Programming in Cloud Computing
    • IEEE
    • C. Wang, K. Ren, and J. Wang, "Secure and Practical Outsourcing of Linear Programming in Cloud Computing," Proc. INFOCOM, IEEE, 2011, pp. 820-828.
    • (2011) Proc. INFOCOM , pp. 820-828
    • Wang, C.1    Ren, K.2    Wang, J.3
  • 22
    • 80051985093 scopus 로고    scopus 로고
    • Dependable Deployment Method for Multiple Applications in Cloud Services Delivery Network
    • July
    • P. Shi et al., "Dependable Deployment Method for Multiple Applications in Cloud Services Delivery Network," China Communications, vol. 8, July 2011, pp. 65-75.
    • (2011) China Communications , vol.8 , pp. 65-75
    • Shi, P.1
  • 24
    • 84897549944 scopus 로고    scopus 로고
    • Fastfood-Approximating Kernel Expansions in Loglinear Time
    • to appear in
    • Q. Le, T. Sarlos, and A. Smola, "Fastfood-Approximating Kernel Expansions in Loglinear Time," to appear in Proc. ICML, 2013.
    • Proc. ICML, 2013
    • Le, Q.1    Sarlos, T.2    Smola, A.3
  • 25
    • 0001953950 scopus 로고
    • The Truck Dispatching Problem
    • G. Dantzig and J.H. Ramser, "The Truck Dispatching Problem," Management Science, vol. 6, 1959, pp. 80-91.
    • (1959) Management Science , vol.6 , pp. 80-91
    • Dantzig, G.1    Ramser, J.H.2
  • 27
    • 80054688019 scopus 로고    scopus 로고
    • A Multi-Facet Survey on Memetic Computation
    • X.S. Chen et al., "A Multi-Facet Survey on Memetic Computation," IEEE Trans. Evolutionary Computation, no. 5, 2011, pp. 591-607.
    • (2011) IEEE Trans. Evolutionary Computation , Issue.5 , pp. 591-607
    • Chen, X.S.1
  • 28
    • 77951278725 scopus 로고    scopus 로고
    • Research Frontier: Memetic Computation-Past, Present & Future
    • Y.S. Ong, M.H. Lim, and X.S. Chen, "Research Frontier: Memetic Computation-Past, Present & Future," IEEE Computational Intelligence Magazine, vol. 5, no. 2, 2010, pp. 24-36.
    • (2010) IEEE Computational Intelligence Magazine , vol.5 , Issue.2 , pp. 24-36
    • Ong, Y.S.1    Lim, M.H.2    Chen, X.S.3
  • 30
    • 84861805668 scopus 로고    scopus 로고
    • A self-adaptive memeplexes robust search scheme for solving stochastic demands vehicle routing problem
    • X. Chen, L. Feng, and Y. S. Ong, "A self-adaptive memeplexes robust search scheme for solving stochastic demands vehicle routing problem," Interational Journal Systems Science, vol. 43, no. 7, pp. 1347-1366, 2012.
    • (2012) Interational Journal Systems Science , vol.43 , Issue.7 , pp. 1347-1366
    • Chen, X.1    Feng, L.2    Ong, Y.S.3
  • 32
    • 0020068152 scopus 로고
    • Self-Organized Formation of Topologically Correct Feature Maps
    • T. Kohonen, "Self-Organized Formation of Topologically Correct Feature Maps," Biological Cybernetics, vol. 43, no. 1, 1982, pp. 59-69.
    • (1982) Biological Cybernetics , vol.43 , Issue.1 , pp. 59-69
    • Kohonen, T.1
  • 33
    • 77949507946 scopus 로고    scopus 로고
    • Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization
    • J. Venna et al., "Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization," J. Machine Learning Research, vol. 11, 2010, pp. 451-490.
    • (2010) J. Machine Learning Research , vol.11 , pp. 451-490
    • Venna, J.1
  • 34
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.-B. Huang, Q.-Y. Zhu, and C.-K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, no. 1, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , Issue.1 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 35
    • 33745918399 scopus 로고    scopus 로고
    • Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Nodes
    • G.-B. Huang, L. Chen, and C.-K. Siew, "Universal Approximation Using Incremental Constructive Feedforward Networks with Random Hidden Nodes," IEEE Trans. Neural Networks, vol. 17, no. 4, 2006, pp. 879-892.
    • (2006) IEEE Trans. Neural Networks , vol.17 , Issue.4 , pp. 879-892
    • Huang, G.-B.1    Chen, L.2    Siew, C.-K.3
  • 37
    • 84859007933 scopus 로고    scopus 로고
    • Extreme Learning Machine for Regression and Multiclass Classification
    • G.-B. Huang et al., "Extreme Learning Machine for Regression and Multiclass Classification," IEEE Trans. Systems, Man, and Cybernetics, vol. 42, no. 2, 2012, pp. 513-529.
    • (2012) IEEE Trans. Systems, Man, and Cybernetics , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.-B.1
  • 38
    • 55649115527 scopus 로고    scopus 로고
    • A Simple Proof of the Restricted Isometry Property for Random Matrices
    • R. Baraniuk et al., "A Simple Proof of the Restricted Isometry Property for Random Matrices," Constructive Approximation, vol. 28, no. 3, 2008, pp. 253-263.
    • (2008) Constructive Approximation , vol.28 , Issue.3 , pp. 253-263
    • Baraniuk, R.1
  • 41
    • 77952984528 scopus 로고    scopus 로고
    • Ontology- Based Information Extraction: An Introduction and a Survey of Current Approaches
    • D. Wimalasuriya and D. Dou, "Ontology- Based Information Extraction: An Introduction and a Survey of Current Approaches," J. Information Science, vol. 36, no. 3, 2010, pp. 306-323.
    • (2010) J. Information Science , vol.36 , Issue.3 , pp. 306-323
    • Wimalasuriya, D.1    Dou, D.2
  • 42
    • 84876940246 scopus 로고    scopus 로고
    • Application of Multi-Dimensional Scaling and Artificial Neural Networks for Biologically Inspired Opinion Mining
    • no. 0
    • E. Cambria, T. Mazzocco, and A. Hussain, "Application of Multi-Dimensional Scaling and Artificial Neural Networks for Biologically Inspired Opinion Mining," Biologically Inspired Cognitive Architectures, vol. 4, no. 0, 2013, pp. 41-53.
    • (2013) Biologically Inspired Cognitive Architectures , vol.4 , pp. 41-53
    • Cambria, E.1    Mazzocco, T.2    Hussain, A.3
  • 43
    • 15244353440 scopus 로고    scopus 로고
    • Text Mining for Causal Relations
    • AAAI Press
    • R. Girju et al., "Text Mining for Causal Relations," Proc. FLAIRS Conf., AAAI Press, 2002, pp. 360-364.
    • (2002) Proc. FLAIRS Conf. , pp. 360-364
    • Girju, R.1
  • 47
    • 84862515469 scopus 로고    scopus 로고
    • A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches
    • M. Galar et al., "A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches," IEEE Trans. Systems, Man, and Cybernetics, vol. 42, no. 4, 2012, pp. 463-484.
    • (2012) IEEE Trans. Systems, Man, and Cybernetics , vol.42 , Issue.4 , pp. 463-484
    • Galar, M.1
  • 48
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.-B. Huang, Q.-Y. Zhu, and C.-K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, no. 1, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , Issue.1 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 49
    • 55949132682 scopus 로고    scopus 로고
    • A Fast Pruned-Extreme Learning Machine for Classification Problem
    • H.-J. Rong et al., "A Fast Pruned-Extreme Learning Machine for Classification Problem," Neurocomputing, vol. 72, no. 1, 2008, pp. 359-366.
    • (2008) Neurocomputing , vol.72 , Issue.1 , pp. 359-366
    • Rong, H.-J.1
  • 51
    • 78650310346 scopus 로고    scopus 로고
    • Constructive Hidden Nodes Selection of Extreme Learning Machine for Regression
    • Y. Lan, Y.C. Soh, and G.-B. Huang, "Constructive Hidden Nodes Selection of Extreme Learning Machine for Regression," Neurocomputing, vol. 73, no. 16, 2010, pp. 3191-3199.
    • (2010) Neurocomputing , vol.73 , Issue.16 , pp. 3191-3199
    • Lan, Y.1    Soh, Y.C.2    Huang, G.-B.3
  • 52
    • 73949154686 scopus 로고    scopus 로고
    • Op-elm: Optimally Pruned Extreme Learning Machine
    • Y. Miche et al., "Op-elm: Optimally Pruned Extreme Learning Machine," IEEE Trans. Neural Networks, vol. 21, no. 1, 2010, pp. 158-162.
    • (2010) IEEE Trans. Neural Networks , vol.21 , Issue.1 , pp. 158-162
    • Miche, Y.1
  • 53
    • 84983110889 scopus 로고
    • A Decision-Theoretic Generalization of On-line Learning and an Application to Boosting
    • Springer
    • Y. Freund and R.E. Schapire, "A Decision-Theoretic Generalization of On-line Learning and an Application to Boosting," Computational Learning Theory, Springer, 1995, pp. 23-37.
    • (1995) Computational Learning Theory , pp. 23-37
    • Freund, Y.1    Schapire, R.E.2
  • 56
    • 79958810163 scopus 로고    scopus 로고
    • Analysis of Pattern Recognition Techniques for In-Air Signature Biometrics
    • G. Bailador et al., "Analysis of Pattern Recognition Techniques for In-Air Signature Biometrics," Pattern Recognition, vol. 44, no. 10, 2011, pp. 2468-2478.
    • (2011) Pattern Recognition , vol.44 , Issue.10 , pp. 2468-2478
    • Bailador, G.1
  • 57
    • 80051577109 scopus 로고    scopus 로고
    • Combining Local Face Image Features for Identity Verification
    • B.-S. Oh et al., "Combining Local Face Image Features for Identity Verification," Neurocomputing, vol. 74, no. 16, 2011, pp. 2452-2463.
    • (2011) Neurocomputing , vol.74 , Issue.16 , pp. 2452-2463
    • Oh, B.-S.1
  • 58
    • 45749126424 scopus 로고    scopus 로고
    • Deterministic Neural Classification
    • K.-A. Toh, "Deterministic Neural Classification," Neural Computation, vol. 20, no. 6, 2008, pp. 1565-1595.
    • (2008) Neural Computation , vol.20 , Issue.6 , pp. 1565-1595
    • Toh, K.-A.1
  • 60
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.-B. Huang, Q.-Y. Zhu, and C.-K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, no. 1-3, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , Issue.1-3 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 61
    • 27144489164 scopus 로고    scopus 로고
    • A Tutorial on Support Vector Machines for Pattern Recognition
    • C.J.C. Burges, "A Tutorial on Support Vector Machines for Pattern Recognition," Data Mining and Knowledge Discovery, vol. 2, no. 2, 1998, pp. 121-167.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 63
    • 84455191625 scopus 로고    scopus 로고
    • Robust Hand Gesture Recognition with Kinect Sensor
    • Z. Ren et al., "Robust Hand Gesture Recognition with Kinect Sensor," Proc. 19th ACM Int'l Conf. Multimedia, ACM, 2011, pp. 759-760.
    • (2011) Proc. 19th ACM Int'l Conf. Multimedia, ACM , pp. 759-760
    • Ren, Z.1
  • 66
    • 33745903481 scopus 로고    scopus 로고
    • Extreme Learning Machine: Theory and Applications
    • G.B. Huang, Q.Y. Zhu, and C.K. Siew, "Extreme Learning Machine: Theory and Applications," Neurocomputing, vol. 70, no. 1, 2006, pp. 489-501.
    • (2006) Neurocomputing , vol.70 , Issue.1 , pp. 489-501
    • Huang, G.B.1    Zhu, Q.Y.2    Siew, C.K.3
  • 67
    • 34047174077 scopus 로고    scopus 로고
    • A Fast and Accurate Online Sequential Learning Algorithm for Feedforward Networks
    • N. Y. Liang et al., "A Fast and Accurate Online Sequential Learning Algorithm for Feedforward Networks," IEEE Trans. Neural Networks, vol. 17, no. 6, 2006, pp. 1411-1423.
    • (2006) IEEE Trans. Neural Networks , vol.17 , Issue.6 , pp. 1411-1423
    • Liang, N.Y.1
  • 68
    • 84891501696 scopus 로고    scopus 로고
    • Robust Single Fingertip Tracking Method Based on Palm Posture Self-Adaption
    • H.C. Yu et al., "Robust Single Fingertip Tracking Method Based on Palm Posture Self-Adaption," J. Computer-Aided Design & Computer Graphics, vol. 25, no. 12, 2013, pp. 1793-1800.
    • (2013) J. Computer-Aided Design & Computer Graphics , vol.25 , Issue.12 , pp. 1793-1800
    • Yu, H.C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.