OPT OpenIR  > 光学影像学习与分析中心
Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information
Zhang, Rui1; Nie, Feiping2,3; Guo, Muhan2,3; Wei, Xian4; Li, Xuelong2,3
Department光学影像学习与分析中心
2019-05
Source PublicationIEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN1057-7149;1941-0042
Volume28Issue:5Pages:2152–2162
Contribution Rank1
Abstract

As one of the most widely used clustering techniques, the fuzzy k-means (FKM) assigns every data point to each cluster with a certain degree of membership. However, conventional FKM approach relies on the square data fitting term, which is sensitive to the outliers with ignoring the prior information. In this paper, we develop a novel and robust fuzzy k-means clustering algorithm, namely, joint learning of fuzzy k-means and nonnegative spectral clustering with side information. The proposed method combines fuzzy k-means and nonnegative spectral clustering into a unified model, which can further exploit the prior knowledge of data pairs such that both the quality of affinity graph and the clustering performance can be improved. In addition, for the purpose of enhancing the robustness, the adaptive loss function is adopted in the objective function, since it smoothly interpolates between l(1)-norm and l(2)-norm. Finally, experimental results on benchmark datasets verify the effectiveness and the superiority of our clustering method.

KeywordFuzzy K-means spectral clustering adaptive loss function
DOI10.1109/TIP.2018.2882925
Indexed BySCI
Language英语
WOS IDWOS:000456542000005
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/31193
Collection光学影像学习与分析中心
Corresponding AuthorNie, Feiping
Affiliation1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China
2.Northwestern Polytech Univ, Sch Comp Sci, Xian 710072, Shaanxi, Peoples R China
3.Northwestern Polytech Univ, Ctr Opt Imagery Anal & Learning, Xian 710072, Shaanxi, Peoples R China
4.Chinese Acad Sci, Quanzhou Inst Equipment Mfg, Haixi Inst, Quanzhou 362200, Peoples R China
Recommended Citation
GB/T 7714
Zhang, Rui,Nie, Feiping,Guo, Muhan,et al. Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2019,28(5):2152–2162.
APA Zhang, Rui,Nie, Feiping,Guo, Muhan,Wei, Xian,&Li, Xuelong.(2019).Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information.IEEE TRANSACTIONS ON IMAGE PROCESSING,28(5),2152–2162.
MLA Zhang, Rui,et al."Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information".IEEE TRANSACTIONS ON IMAGE PROCESSING 28.5(2019):2152–2162.
Files in This Item:
File Name/Size DocType Version Access License
Joint Learning of Fu(2331KB)期刊论文出版稿限制开放CC BY-NC-SAApplication Full Text
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhang, Rui]'s Articles
[Nie, Feiping]'s Articles
[Guo, Muhan]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhang, Rui]'s Articles
[Nie, Feiping]'s Articles
[Guo, Muhan]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhang, Rui]'s Articles
[Nie, Feiping]'s Articles
[Guo, Muhan]'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.