SIA OpenIR  > 数字工厂研究室
Alternative TitleEntropy-based spectral clustering algorithm for mixed type data
姜智涵1,2,3; 朱军1,3; 周晓锋1,3; 李帅1,2,3
Source Publication计算机应用研究
Indexed ByCSCD
Contribution Rank1
Funding Organization工信部智能制造综合标准化与新模式应用项目(Y6L8283A01)
Keyword混合属性数据 谱聚类 高斯核函数 影响因子


Other Abstract

Aiming at the problem that the traditional clustering algorithm can only deal with single attribute data and can’t handle the clustering problem of mixed type data very well. Most of the clustering algorithms for mixed type data currently have the problem of initializing sensitive and can’t handle the data of arbitrary shape. This paper proposed an entropy-based spectral clustering algorithm for mixed type data to deal with mixed type data. First, it proposed a new similarity measure. It used the numerical data in the spectral clustering algorithm constitutes a Gaussian kernel function of the matrix, and used the classification data constitutes an entropy-based the influence factor of the matrix. A new similarity matrix combines these two matrices. Instead of the traditional similarity matrix, it proposed the new similarity matrix avoid feature transformation and parameter adjustment between the numerical data and the classification data. Then, it applied the new similarity matrix to the spectral clustering algorithm so as to deal with the data of arbitrary shape, and finally got the clustering result. Experiments on UCI data sets show that this algorithm can effectively deal with the clustering problem of mixed attribute data , with high stability and good robustness.

Citation statistics
Document Type期刊论文
Corresponding Author姜智涵
Recommended Citation
GB/T 7714
姜智涵,朱军,周晓锋,等. 基于信息熵的混合属性数据谱聚类算法[J]. 计算机应用研究,2018,36(8):2256-2260.
APA 姜智涵,朱军,周晓锋,&李帅.(2018).基于信息熵的混合属性数据谱聚类算法.计算机应用研究,36(8),2256-2260.
MLA 姜智涵,et al."基于信息熵的混合属性数据谱聚类算法".计算机应用研究 36.8(2018):2256-2260.
Files in This Item: Download All
File Name/Size DocType Version Access License
基于信息熵的混合属性数据谱聚类算法.pd(394KB)期刊论文作者接受稿开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[姜智涵]'s Articles
[朱军]'s Articles
[周晓锋]'s Articles
Baidu academic
Similar articles in Baidu academic
[姜智涵]'s Articles
[朱军]'s Articles
[周晓锋]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[姜智涵]'s Articles
[朱军]'s Articles
[周晓锋]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: 基于信息熵的混合属性数据谱聚类算法.pdf
Format: Adobe PDF
All comments (0)
No comment.

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.