Density Adjusted Spectral Clustering Algorithm Based on Neighborhood Standard Deviation

Xiaoyu GUO; Jinjin LIU; Yajun CHEN; Haojie LI; Peiyan YUAN; Xiaoyan ZHAO

doi:10.12454/j.jsuese.202300821

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Density Adjusted Spectral Clustering Algorithm Based on Neighborhood Standard Deviation

INTERNET OF THINGS | 更新时间：2025-03-21

- Density Adjusted Spectral Clustering Algorithm Based on Neighborhood Standard Deviation
- “In the field of clustering algorithms, researchers have proposed an initial class center decision value selection method based on density peak and a density adjusted spectral clustering algorithm, which effectively solve the problems of scale parameter setting and unstable clustering results, providing a new solution for large-scale dataset clustering analysis.”
- Advanced Engineering Sciences Vol. 57, Issue 2, Pages: 40-53(2025)
- 作者机构：
  
  1.河南师范大学计算机与信息工程学院，河南新乡 453007
  2.智慧商务与物联网技术河南省工程实验室，河南新乡 453007
  3.国家数字交换系统工程技术研究中心，河南郑州 450000
- 作者简介：
- 基金信息：
- DOI：10.12454/j.jsuese.202300821
  CLC： TP391
- Received：20 October 2023，
  
  Revised：2024-01-10，
  
  Published Online：30 May 2024，
  
  Published：20 March 2025
- 稿件说明：
移动端阅览
郭笑雨,刘金金,陈亚军,等.基于邻域标准差的密度调整谱聚类算法[J].工程科学与技术,2025,57(2):40–53

Guo Xiaoyu,Liu Jinjin,Chen Yajun,et al.Density adjusted spectral clustering algorithm based on neighborhood standard deviation[J].Advanced Engineering Sciences,2025,57(2):40–53
郭笑雨,刘金金,陈亚军,等.基于邻域标准差的密度调整谱聚类算法[J].工程科学与技术,2025,57(2):40–53 DOI： 10.12454/j.jsuese.202300821.

Guo Xiaoyu,Liu Jinjin,Chen Yajun,et al.Density adjusted spectral clustering algorithm based on neighborhood standard deviation[J].Advanced Engineering Sciences,2025,57(2):40–53 DOI： 10.12454/j.jsuese.202300821.

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Density Adjusted Spectral Clustering Algorithm Based on Neighborhood Standard Deviation

DOI：10.12454/j.jsuese.202300821