Bidirectional Extreme Learning Machine for Regression Problem and Its Learning Effectiveness
作者： Yimin Yang , Yaonan Wang , Xiaofang Yuan
DOI: 10.1109/TNNLS.2012.2202289
关键词:
摘要: … runs 300 times faster than the EI-ELM and the testing RMSE of EI-ELM is 2 times larger than … EM-ELM, and EI-ELM to reach the same training error 0.0650. The new B-ELM runs 170, 10, …
sci-hub.se 参考文章(12)
Guang-Bin Huang, Lei Chen, Enhanced random search based incremental extreme learning machine Neurocomputing. ,vol. 71, pp. 3460- 3468 ,(2008) , 10.1016/J.NEUCOM.2007.10.008
Yuan Lan, Yeng Chai Soh, Guang-Bin Huang, Two-stage extreme learning machine for regression Neurocomputing. ,vol. 73, pp. 3028- 3038 ,(2010) , 10.1016/J.NEUCOM.2010.07.012
Guorui Feng, Guang-Bin Huang, Qingping Lin, R. Gay, Error Minimized Extreme Learning Machine With Growth of Hidden Nodes and Incremental Learning IEEE Transactions on Neural Networks. ,vol. 20, pp. 1352- 1357 ,(2009) , 10.1109/TNN.2009.2024147
Guang-Bin Huang, Qin-Yu Zhu, Chee-Kheong Siew, Extreme learning machine: Theory and applications Neurocomputing. ,vol. 70, pp. 489- 501 ,(2006) , 10.1016/J.NEUCOM.2005.12.126
Guang-Bin Huang, Lei Chen, Letters: Convex incremental extreme learning machine Neurocomputing. ,vol. 70, pp. 3056- 3062 ,(2007) , 10.1016/J.NEUCOM.2007.02.009
Yoan Miche, A. Sorjamaa, P. Bas, O. Simula, C. Jutten, A. Lendasse, OP-ELM: Optimally Pruned Extreme Learning Machine IEEE Transactions on Neural Networks. ,vol. 21, pp. 158- 162 ,(2010) , 10.1109/TNN.2009.2036259
Guang-Bin Huang, Qin-Yu Zhu, Chee-Kheong Siew, Extreme learning machine: a new learning scheme of feedforward neural networks international joint conference on neural network. ,vol. 2, pp. 985- 990 ,(2004) , 10.1109/IJCNN.2004.1380068
G.-B. Huang, L. Chen, C.-K. Siew, Universal approximation using incremental constructive feedforward networks with random hidden nodes IEEE Transactions on Neural Networks. ,vol. 17, pp. 879- 892 ,(2006) , 10.1109/TNN.2006.875977
Yeung Kwok, None, Objective functions for training new hidden units in constructive neural networks IEEE Transactions on Neural Networks. ,vol. 8, pp. 1131- 1148 ,(1997) , 10.1109/72.623214
Nan-Ying Liang, Guang-Bin Huang, P. Saratchandran, N. Sundararajan, A Fast and Accurate Online Sequential Learning Algorithm for Feedforward Networks IEEE Transactions on Neural Networks. ,vol. 17, pp. 1411- 1423 ,(2006) , 10.1109/TNN.2006.880583