scholarly journals Spectral clustering ensemble model based on distance decision

2018 ◽  
Vol 54 (13) ◽  
pp. 823-825 ◽  
Author(s):  
Bowen Fei ◽  
Yunfei Qiu ◽  
Daqian Liu
Keyword(s):  
Spectral Clustering ◽  
Ensemble Model ◽  
Clustering Ensemble ◽  
Model Based

scholarly journals Similarity Analysis of Small- and Medium-Sized Watersheds Based on Clustering Ensemble Model

Water ◽  
2019 ◽  
Vol 12 (1) ◽  
pp. 69 ◽  
Author(s):  
Qun Zhao ◽  
Yuelong Zhu ◽  
Dingsheng Wan ◽  
Yufeng Yu ◽  
Yuqing Lu
Keyword(s):  
Random Sampling ◽  
Spectral Clustering ◽  
Automated Analysis ◽  
Similarity Analysis ◽  
Data Sets ◽  
Ensemble Model ◽  
Analysis Method ◽  
Clustering Ensemble ◽  
Consensus Function ◽  
Manual Work

Similarity analysis of small- and medium-sized watersheds mainly depends on manual work, and there is no complete automated analysis method. In order to solve this problem, we propose a similarity analysis method based on clustering ensemble model. First, the iterative clustering ensemble construction algorithm with weighted random sampling (WRS-CCE) is proposed to get great clustering collectives. Then, we combine spectral clustering with the fuzzy C-means method to design a consensus function for small- and medium-sized watershed data sets. Finally, the similarity analysis of small- and medium-sized watersheds is carried out according to the clustering results. Experiments show that the proposed clustering ensemble model can effectively find more potential similar watersheds and can output the similarity of these watersheds.

scholarly journals Spectral Clustering Ensemble Applied to SAR Image Segmentation

2008 ◽  
Vol 46 (7) ◽  
pp. 2126-2136 ◽  
Author(s):  
Xiangrong Zhang ◽  
Licheng Jiao ◽  
Fang Liu ◽  
Liefeng Bo ◽  
Maoguo Gong
Keyword(s):  
Image Segmentation ◽  
Spectral Clustering ◽  
Sar Image ◽  
Clustering Ensemble ◽  
Sar Image Segmentation
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