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Books by Kezhi Mao






Tenth International Conference on Signal Processing Systems
16-18 November 2018, Singapore, Singapore
by Kezhi Mao, Xudong Jiang
Published 2019
ISBN-13: 978-1-5106-2835-9, ISBN: 1-5106-2835-5






Proceedings of ELM-2015 Volume 2(Reprint)
Theory, Algorithms and Applications (II) (Proceedings in Adaptation, Learning and Optimization, Band 7)
by Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse
Paperback, 528 Pages, Published 2018 by Springer
ISBN-13: 978-3-319-80338-8, ISBN: 3-319-80338-7






Proceedings of ELM-2015 Volume 1(Reprint)
Theory, Algorithms and Applications (I) (Proceedings in Adaptation, Learning and Optimization, Band 6)
by Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse
Paperback, 544 Pages, Published 2018 by Springer
ISBN-13: 978-3-319-80344-9, ISBN: 3-319-80344-1






Proceedings of ELM-2014 Volume 1(Reprint)
Algorithms and Theories (Proceedings in Adaptation, Learning and Optimization)
by Jiuwen Cao, Erik Cambria, Kezhi Mao, Zhihong Man, Kar-Ann Toh
Paperback, 456 Pages, Published 2016 by Springer
ISBN-13: 978-3-319-36684-5, ISBN: 3-319-36684-X

"This book contains some selected papers from the International Conference on Extreme Learning Machine 2014, which was held in Singapore, December 8-10, 2014. This conference brought together the researchers and practitioners of Extreme Learning Machine (ELM) from a variety of fields to promote research and development of “learning without iterative tuning”.  The book covers theories, algorithms and applications of ELM. It gives the read ..."






Proceedings of ELM-2014 Volume 2(Reprint)
Applications (Proceedings in Adaptation, Learning and Optimization)
by Jiuwen Cao, Erik Cambria, Zhihong Man, Kezhi Mao, Kar-Ann Toh
Paperback, 408 Pages, Published 2016 by Springer
ISBN-13: 978-3-319-36685-2, ISBN: 3-319-36685-8

"This book contains some selected papers from the International Conference on Extreme Learning Machine 2014, which was held in Singapore, December 8-10, 2014. This conference brought together the researchers and practitioners of Extreme Learning Machine (ELM) from a variety of fields to promote research and development of “learning without iterative tuning”. The book covers theories, algorithms and applications of ELM. It gives the reade ..."






Extreme Learning Machines 2013(Reprint)
Algorithms and Applications (Adaptation, Learning, and Optimization, Band 16)
by Fuchen Sun, Kar-Ann Toh, Manuel Grana Romay, Kezhi Mao
Paperback, 232 Pages, Published 2016 by Springer
ISBN-13: 978-3-319-35003-5, ISBN: 3-319-35003-X

"In recent years, ELM has emerged as a revolutionary technique of computational intelligence, and has attracted considerable attentions. An extreme learning machine (ELM) is a single layer feed-forward neural network alike learning system, whose connections from the input layer to the hidden layer are randomly generated, while the connections from the hidden layer to the output layer are learned through linear learning methods. The outst ..."






Proceedings of ELM-2015 Volume 2(1st Edition)
Theory, Algorithms and Applications (II) (Proceedings in Adaptation, Learning and Optimization)
by Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse
Hardcover, 516 Pages, Published 2016 by Springer
ISBN-13: 978-3-319-28372-2, ISBN: 3-319-28372-3

"This book contains some selected papers from the International Conference on Extreme Learning Machine 2015, which was held in Hangzhou, China, December 15-17, 2015. This conference brought together researchers and engineers to share and exchange R&D experience on both theoretical studies and practical applications of the Extreme Learning Machine (ELM) technique and brain learning. This book covers theories, algorithms ad applications o ..."






Proceedings of ELM-2015 Volume 1(1st Edition)
Theory, Algorithms and Applications (I) (Proceedings in Adaptation, Learning and Optimization)
by Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse
Hardcover, 532 Pages, Published 2016 by Springer
ISBN-13: 978-3-319-28396-8, ISBN: 3-319-28396-0

"This book contains some selected papers from the International Conference on Extreme Learning Machine 2015, which was held in Hangzhou, China, December 15-17, 2015. This conference brought together researchers and engineers to share and exchange R&D experience on both theoretical studies and practical applications of the Extreme Learning Machine (ELM) technique and brain learning. This book covers theories, algorithms ad applications ..."






Proceedings of ELM-2014 Volume 2
Applications (Proceedings in Adaptation, Learning and Optimization)
by Jiuwen Cao, Kezhi Mao, Erik Cambria, Zhihong Man, Kar-Ann Toh
Hardcover, 400 Pages, Published 2014 by Springer
ISBN-13: 978-3-319-14065-0, ISBN: 3-319-14065-5

"This book contains some selected papers from the International Conference on Extreme Learning Machine 2014, which was held in Singapore, December 8-10, 2014. This conference brought together the researchers and practitioners of Extreme Learning Machine (ELM) from a variety of fields to promote research and development of “learning without iterative tuning”. The book covers theories, algorithms and applications of ELM. It gives the reade ..."






Proceedings of ELM-2014 Volume 1
Algorithms and Theories (Proceedings in Adaptation, Learning and Optimization)
by Jiuwen Cao, Kezhi Mao, Erik Cambria, Zhihong Man, Kar-Ann Toh
Hardcover, 446 Pages, Published 2014 by Springer
ISBN-13: 978-3-319-14062-9, ISBN: 3-319-14062-0

"This book contains some selected papers from the International Conference on Extreme Learning Machine 2014, which was held in Singapore, December 8-10, 2014. This conference brought together the researchers and practitioners of Extreme Learning Machine (ELM) from a variety of fields to promote research and development of “learning without iterative tuning”.  The book covers theories, algorithms and applications of ELM. It gives the read ..."






Extreme Learning Machines 2013
Algorithms and Applications (Adaptation, Learning, and Optimization)
by Fuchen Sun, Kar-Ann Toh, Manuel Grana Romay, Kezhi Mao
Hardcover, 225 Pages, Published 2014 by Springer
ISBN-13: 978-3-319-04740-9, ISBN: 3-319-04740-X

"In recent years, ELM has emerged as a revolutionary technique of computational intelligence, and has attracted considerable attentions. An extreme learning machine (ELM) is a single layer feed-forward neural network alike learning system, whose connections from the input layer to the hidden layer are randomly generated, while the connections from the hidden layer to the output layer are learned through linear learning methods. The outst ..."






Proceedings of ELM-2015 Volume 2
Theory, Algorithms and Applications (II)
by Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse
516 Pages, Published 2016 by Springer
ISBN-13: 978-3-319-28373-9, ISBN: 3-319-28373-1

"223 Jie Wei, Huaping Liu, Gaowei Yan and Fuchun Sun Denoising Deep Extreme Learning Machines for Sparse Representation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 235 Xiangyi Cheng, Huaping Liu, Xinying Xu and Fuchun Sun Extreme Learning Machine Based Point-of-Interest Recommendation in Location -Based Social Networks. . . . . . . . . . . . . . . . . . . . . . . . . . . 249 Mo Chen, Feng Li, Ge Yu and Dan Yang ..."






Proceedings of ELM-2015 Volume 1
Theory, Algorithms and Applications (I)
by Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse
532 Pages, Published 2015 by Springer
ISBN-13: 978-3-319-28397-5, ISBN: 3-319-28397-9

"Theory, Algorithms and Applications (I) Jiuwen Cao, Kezhi Mao, Jonathan Wu, Amaury Lendasse ... Xin, 347, 463 Bisio, Federica, 265 C Cao, Baoxiang, 521 Cao, Jiuwen, 169 Cao, Yuping, 65 Chang, Li, 511 Chen, Huajun, ... Liling, 147 He, Liang, 159 He, Ling, 423 Hu, Guyu, 179 Hu, Jun, 211 Hu, Xiaohui, 159 Huang, Shan, 13 J Jiang, Changwei, 477 Jiang, ... Meng-Hiot, 383 Liu, Bing, 279 Liu, Hong, 159 Liu, Huaping, 307 Liu, Jun, 147 Liu, ..."






Proceedings in Adaptation, Learning and Optimization Ser.
Proceedings of ELM-2014 : Applications 4
by Jiuwen Cao, Kezhi Mao, Erik Cambria, Zhihong Man, Kar-Ann Toh
400 Pages, Published 2014 by Springer
ISBN-13: 978-3-319-14066-7, ISBN: 3-319-14066-3

"Applications Jiuwen Cao, Kezhi Mao, Erik Cambria, Zhihong Man, Kar-Ann Toh. 10. 11. 12. 13. 14. 15. 16. 17. ... Cheng, H., Liu, Z., Zhao, Y., Ye, G., Sun, X.: Real world activity summary for senior home monitoring. Multimedia Tools and ... IEEE Trans. on Communications Magazine 48, 140–150 (2010) Wang, J., Chen, R.H., Sun, X.P., She, M., Kong, L.X.: Generative models for automatic recognition of human daily activities from a single ..."






Extreme Learning Machines 2013
Algorithms and Applications
by Fuchen Sun, Kar-Ann Toh, Manuel Grana Romay, Kezhi Mao
225 Pages, Published 2014 by Springer
ISBN-13: 978-3-319-04741-6, ISBN: 3-319-04741-8

"Jian-Chuan Yin, Guo-Shuai Li and Jiang-Qiang Hu Abstract Neural networks have been proved to be efficient for online identification and prediction of complex nonlinear systems. However, for systems with time-varying dynamics which are common in practice, networks achieved by holistic learning scheme cannot reflect the time-varying local dynamics of system. In this study, a modular prediction scheme is proposed by combining the mech ..."






Proceedings of ELM-2014 Volume 1
Algorithms and Theories
by Jiuwen Cao, Kezhi Mao, Erik Cambria, Zhihong Man, Kar-Ann Toh
446 Pages, Published 2014 by Springer
ISBN-13: 978-3-319-14063-6, ISBN: 3-319-14063-9

"Figure1shows the ensemble OS-ELM framework. This framework considers ensemble methods (Bagging, subspace partitioning and cross validation) as well as training phase and testing phase of OS-ELM. (Xm,k ,Tm,k) represents data chunks for ensemble member m, where Xm,k represents the attributes set and Tm,k represents the set of tags in which class the instances belong to corresponding to Xm,k. There are two ways of using the training d ..."

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