CASIA OpenIR
Discriminative graph regularized broad learning system for image recognition
Jin, Junwei1; Liu, Zhulin1; Chen, C. L. Philip1,2,3
Source PublicationSCIENCE CHINA-INFORMATION SCIENCES
ISSN1674-733X
2018-11-01
Volume61Issue:11Pages:14
Corresponding AuthorChen, C. L. Philip(philip.chen@ieee.org)
AbstractBroad learning system (BLS) has been proposed as an alternative method of deep learning. The architecture of BLS is that the input is randomly mapped into series of feature spaces which form the feature nodes, and the output of the feature nodes are expanded broadly to form the enhancement nodes, and then the output weights of the network can be determined analytically. The most advantage of BLS is that it can be learned incrementally without a retraining process when there comes new input data or neural nodes. It has been proven that BLS can overcome the inadequacies caused by training a large number of parameters in gradient-based deep learning algorithms. In this paper, a novel variant graph regularized broad learning system (GBLS) is proposed. Taking account of the locally invariant property of data, which means the similar images may share similar properties, the manifold learning is incorporated into the objective function of the standard BLS. In GBLS, the output weights are constrained to learn more discriminative information, and the classification ability can be further enhanced. Several experiments are carried out to verify that our proposed GBLS model can outperform the standard BLS. What is more, the GBLS also performs better compared with other state-of-the-art image recognition methods in several image databases.
Keywordbroad learning system deep learning graph regularization image recognition feature extraction incremental learning
DOI10.1007/s11432-017-9421-3
WOS KeywordMULTILAYER FEEDFORWARD NETWORKS ; RESTRICTED BOLTZMANN MACHINE ; ROBUST FACE RECOGNITION ; TIME-SERIES PREDICTION ; FUNCTIONAL-LINK NET ; FUNCTION APPROXIMATION ; NEURAL-NETWORKS ; REPRESENTATION ; CLASSIFICATION
Indexed BySCI
Language英语
Funding ProjectNational Natural Science Foundation of China[61572540] ; Macau Science and Technology Development Fund (FDCT)[019/2015/A] ; Macau Science and Technology Development Fund (FDCT)[024/2015/AMJ] ; Macau Science and Technology Development Fund (FDCT)[079/2017/A2] ; University Macau MYR Grants
Funding OrganizationNational Natural Science Foundation of China ; Macau Science and Technology Development Fund (FDCT) ; University Macau MYR Grants
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Information Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000447851800001
PublisherSCIENCE PRESS
Citation statistics
Cited Times:9[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/28128
Collection中国科学院自动化研究所
Corresponding AuthorChen, C. L. Philip
Affiliation1.Univ Macau, Fac Sci & Technol, Macau 999078, Peoples R China
2.Dalian Maritime Univ, Dalian 116026, Peoples R China
3.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100080, Peoples R China
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Jin, Junwei,Liu, Zhulin,Chen, C. L. Philip. Discriminative graph regularized broad learning system for image recognition[J]. SCIENCE CHINA-INFORMATION SCIENCES,2018,61(11):14.
APA Jin, Junwei,Liu, Zhulin,&Chen, C. L. Philip.(2018).Discriminative graph regularized broad learning system for image recognition.SCIENCE CHINA-INFORMATION SCIENCES,61(11),14.
MLA Jin, Junwei,et al."Discriminative graph regularized broad learning system for image recognition".SCIENCE CHINA-INFORMATION SCIENCES 61.11(2018):14.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Jin, Junwei]'s Articles
[Liu, Zhulin]'s Articles
[Chen, C. L. Philip]'s Articles
Baidu academic
Similar articles in Baidu academic
[Jin, Junwei]'s Articles
[Liu, Zhulin]'s Articles
[Chen, C. L. Philip]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Jin, Junwei]'s Articles
[Liu, Zhulin]'s Articles
[Chen, C. L. Philip]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.