Learning Deep and Wide: A Spectral Method for Learning Deep Networks

CORC > 西安光学精密机械研究所 > 中国科学院西安光学精密机械研究所 > 瞬态光学技术国家重点实验室

	Learning Deep and Wide: A Spectral Method for Learning Deep Networks
	Shao, Ling 1,2; Wu, Di 2; Li, Xuelong3
刊名	ieee transactions on neural networks and learning systems
	2014-12-01
卷号	25 期号:12 页码:2303-2308
关键词	Deep networks multispectral embedding representation learning
ISSN号	2162-237x
产权排序	3
合作状况	国际
英文摘要	building intelligent systems that are capable of extracting high-level representations from high-dimensional sensory data lies at the core of solving many computer vision-related tasks. we propose the multispectral neural networks (msnn) to learn features from multicolumn deep neural networks and embed the penultimate hierarchical discriminative manifolds into a compact representation. the low-dimensional embedding explores the complementary property of different views wherein the distribution of each view is sufficiently smooth and hence achieves robustness, given few labeled training data. our experiments show that spectrally embedding several deep neural networks can explore the optimum output from the multicolumn networks and consistently decrease the error rate compared with a single deep network.
WOS标题词	science & technology ; technology
类目[WOS]	computer science, artificial intelligence ; computer science, hardware & architecture ; computer science, theory & methods ; engineering, electrical & electronic
研究领域[WOS]	computer science ; engineering
关键词[WOS]	classification ; recognition
收录类别	SCI ; EI
语种	英语
WOS记录号	WOS:000345518900016
公开日期	2015-03-20
内容类型	期刊论文
源URL	[http://ir.opt.ac.cn/handle/181661/22424]
专题	西安光学精密机械研究所_瞬态光学技术国家重点实验室
作者单位	1.Nanjing Univ Informat Sci & Technol, Coll Elect & Informat Engn, Nanjing 210044, Jiangsu, Peoples R China 2.Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England 3.Chinese Acad Sci, Ctr Optic Imagery Anal & Learning, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
推荐引用方式 GB/T 7714	Shao, Ling,Wu, Di,Li, Xuelong. Learning Deep and Wide: A Spectral Method for Learning Deep Networks[J]. ieee transactions on neural networks and learning systems,2014,25(12):2303-2308.
APA	Shao, Ling,Wu, Di,&Li, Xuelong.(2014).Learning Deep and Wide: A Spectral Method for Learning Deep Networks.ieee transactions on neural networks and learning systems,25(12),2303-2308.
MLA	Shao, Ling,et al."Learning Deep and Wide: A Spectral Method for Learning Deep Networks".ieee transactions on neural networks and learning systems 25.12(2014):2303-2308.