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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:81/0  |  提交时间:2019/08/16
Clustering analysis  Density peaks clustering  Sensitivity of local density  Density-adaptive distance  
An improved density peaks clustering algorithm with fast finding cluster centers 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2018, 卷号: 158, 页码: 65-74
作者:  Xu, Xiao;  Ding, Shifei;  Shi, Zhongzhi
收藏  |  浏览/下载:73/0  |  提交时间:2019/12/10
Density peaks clustering algorithm  Prescreening strategy  Large-scale data set  Decision graph  Computational complexity  
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:58/0  |  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:50/0  |  提交时间:2019/12/10
Clustering analysis  Density peaks clustering  Fuzzy joint points  Fuzzy neighborhood relation  
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:43/0  |  提交时间:2019/12/12
Data clustering  Density peaks  Entropy  Mixed data  
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:46/0  |  提交时间:2019/12/13
Data clustering  Density peaks  k Nearest neighbors (KNN)  Principal component analysis (PCA)