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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
作者部门光谱成像技术研究室
2019-05
发表期刊IEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN1057-7149;1941-0042
卷号28期号:5页码:2152–2162
产权排序1
摘要

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.

关键词Fuzzy K-means spectral clustering adaptive loss function
DOI10.1109/TIP.2018.2882925
收录类别SCI
语种英语
WOS记录号WOS:000456542000005
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:39[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/31193
专题光谱成像技术研究室
通讯作者Nie, Feiping
作者单位1.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
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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.
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