中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information

文献类型:期刊论文

作者Zhang, Rui1; Nie, Feiping2,3; Guo, Muhan2,3; Wei, Xian4; Li, Xuelong2,3
刊名IEEE TRANSACTIONS ON IMAGE PROCESSING
出版日期2019-05
卷号28期号:5页码:2152–2162
ISSN号1057-7149;1941-0042
关键词Fuzzy K-means spectral clustering adaptive loss function
DOI10.1109/TIP.2018.2882925
产权排序1
英文摘要

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.

语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000456542000005
源URL[http://ir.opt.ac.cn/handle/181661/31193]  
专题西安光学精密机械研究所_光学影像学习与分析中心
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
推荐引用方式
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.

入库方式: OAI收割

来源:西安光学精密机械研究所

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