Towards enhancing stacked extreme learning machine with sparse autoencoder by correntropy
作者： Xiong Luo , Yang Xu , Weiping Wang , Manman Yuan , Xiaojuan Ban
DOI: 10.1016/J.JFRANKLIN.2017.08.014
关键词: Outlier 、 Time complexity 、 Machine learning 、 Engineering 、 Deep learning 、 Extreme learning machine 、 Pattern recognition 、 Autoencoder 、 Complex data type 、 Robustness (computer science) 、 Principal component analysis 、 Artificial intelligence
摘要: The stacked extreme learning machine (S-ELM) is an advanced framework of deep learning. It passes the 'reduced'outputs of the previous layer to the current layer, instead of directly …
sci-hub.se 参考文章(35)
J. C. Príncipe, W. Curt Lefebvre, Neil R. Euliano, Neural and adaptive systems : fundamentals through simulations Wiley. ,(2000)
Jiuwen Cao, Yanfei Zhao, Xiaoping Lai, Marcus Eng Hock Ong, Chun Yin, Zhi Xiong Koh, Nan Liu, None, Landmark recognition with sparse representation classification and extreme learning machine Journal of The Franklin Institute-engineering and Applied Mathematics. ,vol. 352, pp. 4528- 4545 ,(2015) , 10.1016/J.JFRANKLIN.2015.07.002
Xiong Luo, Xiaohui Chang, Xiaojuan Ban, Regression and classification using extreme learning machine based on L1-norm and L2-norm Neurocomputing. ,vol. 174, pp. 179- 186 ,(2016) , 10.1016/J.NEUCOM.2015.03.112
Jian Zhang, Shifei Ding, Nan Zhang, Zhongzhi Shi, Incremental extreme learning machine based on deep feature embedded International Journal of Machine Learning and Cybernetics. ,vol. 7, pp. 111- 120 ,(2016) , 10.1007/S13042-015-0419-5
A. Castaño, F. Fernández-Navarro, Annalisa Riccardi, C. Hervás-Martínez, Enforcement of the principal component analysis---extreme learning machine algorithm by linear discriminant analysis Neural Computing and Applications. ,vol. 27, pp. 1749- 1760 ,(2016) , 10.1007/S00521-015-1974-0
N. Kwak, Principal Component Analysis Based on L1-Norm Maximization IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 30, pp. 1672- 1680 ,(2008) , 10.1109/TPAMI.2008.114
Hong-Jie Xing, Xin-Mei Wang, Training extreme learning machine via regularized correntropy criterion Neural Computing and Applications. ,vol. 23, pp. 1977- 1986 ,(2013) , 10.1007/S00521-012-1184-Y
Hongming Zhou, Guang-Bin Huang, Zhiping Lin, Han Wang, Yeng Chai Soh, Stacked Extreme Learning Machines IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 45, pp. 2013- 2025 ,(2015) , 10.1109/TCYB.2014.2363492
Pascal Vincent, Hugo Larochelle, Yoshua Bengio, Pierre-Antoine Manzagol, Extracting and composing robust features with denoising autoencoders Proceedings of the 25th international conference on Machine learning - ICML '08. pp. 1096- 1103 ,(2008) , 10.1145/1390156.1390294
Guang-Bin Huang, Hongming Zhou, Xiaojian Ding, Rui Zhang, Extreme Learning Machine for Regression and Multiclass Classification systems man and cybernetics. ,vol. 42, pp. 513- 529 ,(2012) , 10.1109/TSMCB.2011.2168604