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A novel density peaks clustering with sensitivity of local density and density-adaptive metric 期刊论文
KNOWLEDGE AND INFORMATION SYSTEMS, 2019, 卷号: 59, 期号: 2, 页码: 285-309
作者:  Du, Mingjing;  Ding, Shifei;  Xue, Yu;  Shi, Zhongzhi
收藏  |  浏览/下载:76/0  |  提交时间:2019/08/16
Clustering analysis  Density peaks clustering  Sensitivity of local density  Density-adaptive distance  
Density peaks clustering using geodesic distances 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 卷号: 9, 期号: 8, 页码: 1335-1349
作者:  Du, Mingjing;  Ding, Shifei;  Xu, Xiao;  Xue, Yu
收藏  |  浏览/下载:54/0  |  提交时间:2019/12/10
Data clustering  Density peaks clustering  Geodesic distances  
A robust density peaks clustering algorithm using fuzzy neighborhood 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 卷号: 9, 期号: 7, 页码: 1131-1140
作者:  Du, Mingjing;  Ding, Shifei;  Xue, Yu
收藏  |  浏览/下载:46/0  |  提交时间:2019/12/10
Clustering analysis  Density peaks clustering  Fuzzy joint points  Fuzzy neighborhood relation  
DPCG: an efficient density peaks clustering algorithm based on grid 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 卷号: 9, 期号: 5, 页码: 743-754
作者:  Xu, Xiao;  Ding, Shifei;  Du, Mingjing;  Xue, Yu
收藏  |  浏览/下载:56/0  |  提交时间:2019/12/10
Cluster analysis  DPC algorithm  CLIQUE algorithm  DPCG algorithm  Operational efficiency  
A semi-supervised approximate spectral clustering algorithm based on HMRF model 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 429, 页码: 215-228
作者:  Ding, Shifei;  Jia, Hongjie;  Du, Mingjing;  Xue, Yu
收藏  |  浏览/下载:41/0  |  提交时间:2019/12/10
Semi-supervised learning  Spectral clustering  HMRF model  Approximate weighted kernel k-means  Matrix trace  
A novel density peaks clustering algorithm for mixed data 期刊论文
PATTERN RECOGNITION LETTERS, 2017, 卷号: 97, 页码: 46-53
作者:  Du, Mingjing;  Ding, Shifei;  Xue, Yu
收藏  |  浏览/下载:40/0  |  提交时间:2019/12/12
Data clustering  Density peaks  Entropy  Mixed data  
Approximate normalized cuts without Eigen-decomposition 期刊论文
INFORMATION SCIENCES, 2016, 卷号: 374, 页码: 135-150
作者:  Jia, Hongjie;  Ding, Shifei;  Du, Mingjing;  Xue, Yu
收藏  |  浏览/下载:40/0  |  提交时间:2019/12/13
Normalized cut  Matrix trace  Weighted kernel k-means  Approximate kernel matrix  
Study on density peaks clustering based on k-nearest neighbors and principal component analysis 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2016, 卷号: 99, 页码: 135-145
作者:  Du, Mingjing;  Ding, Shifei;  Jia, Hongjie
收藏  |  浏览/下载:43/0  |  提交时间:2019/12/13
Data clustering  Density peaks  k Nearest neighbors (KNN)  Principal component analysis (PCA)  
Self-Tuning p-Spectral Clustering Based on Shared Nearest Neighbors 期刊论文
COGNITIVE COMPUTATION, 2015, 卷号: 7, 期号: 5, 页码: 622-632
作者:  Jia, Hongjie;  Ding, Shifei;  Du, Mingjing
收藏  |  浏览/下载:50/0  |  提交时间:2019/12/13
Spectral clustering  Cheeger cut  p-Laplacian  SNN  FOA