An unsupervised discriminative extreme learning machine and its applications to data clustering

作者: Yong Peng , Wei-Long Zheng , Bao-Liang Lu

DOI: 10.1016/J.NEUCOM.2014.11.097

关键词: Extreme learning machineMulticlass classificationUnsupervised learningMachine learningActive learning (machine learning)Discriminative modelWake-sleep algorithmConceptual clusteringArtificial intelligenceComputer scienceDiscriminative learningCluster analysisSemi-supervised learningPattern recognitionManifoldCompetitive learningSupervised learningNonlinear dimensionality reduction

摘要: Abstract Extreme Learning Machine (ELM), which was initially proposed for training single-layer feed-forward networks (SLFNs), provides us a unified efficient and effective framework …

参考文章(49)
Heng Tao Shen, Xiaofang Zhou, Rongrong Ji, Feiping Nie, Yi Yang, Nonnegative spectral clustering with discriminative regularization national conference on artificial intelligence. ,vol. 1, pp. 555- 560 ,(2011)
Hanqing Lu, Xiaofang Zhou, Jing Liu, Zechao Li, Yi Yang, Unsupervised feature selection using nonnegative spectral analysis national conference on artificial intelligence. ,vol. 2, pp. 1026- 1032 ,(2012)
Ruo-Nan Duan, Jia-Yi Zhu, Bao-Liang Lu, Differential entropy feature for EEG-based emotion classification international ieee/embs conference on neural engineering. pp. 81- 84 ,(2013) , 10.1109/NER.2013.6695876
Cristina Bosco, Viviana Patti, Andrea Bolioli, Developing Corpora for Sentiment Analysis: The Case of Irony and Senti-TUT IEEE Intelligent Systems. ,vol. 28, pp. 55- 63 ,(2013) , 10.1109/MIS.2013.28
Sergio Decherchi, Paolo Gastaldo, Rodolfo Zunino, Erik Cambria, Judith Redi, Circular-ELM for the reduced-reference assessment of perceived image quality Neurocomputing. ,vol. 102, pp. 78- 89 ,(2013) , 10.1016/J.NEUCOM.2011.12.050
Saeed Samet, Ali Miri, Privacy-preserving back-propagation and extreme learning machine algorithms data and knowledge engineering. ,vol. 79, pp. 40- 61 ,(2012) , 10.1016/J.DATAK.2012.06.001
Joshua B Tenenbaum, Vin de Silva, John C Langford, A Global Geometric Framework for Nonlinear Dimensionality Reduction Science. ,vol. 290, pp. 2319- 2323 ,(2000) , 10.1126/SCIENCE.290.5500.2319
Xin Shu, Yao Gao, Hongtao Lu, Efficient linear discriminant analysis with locality preserving for face recognition Pattern Recognition. ,vol. 45, pp. 1892- 1898 ,(2012) , 10.1016/J.PATCOG.2011.11.012
Weiwei Zong, Guang-Bin Huang, Face recognition based on extreme learning machine Neurocomputing. ,vol. 74, pp. 2541- 2551 ,(2011) , 10.1016/J.NEUCOM.2010.12.041
Mahesh Pal, Aaron E Maxwell, Timothy A Warner, None, Kernel-based extreme learning machine for remote-sensing image classification Remote Sensing Letters. ,vol. 4, pp. 853- 862 ,(2013) , 10.1080/2150704X.2013.805279