JOURNAL ARTICLE

Data Mining Clustering Algorithm Research and Application

Yi Fan ZhangYong Tao QianTai Yu LiuShu Wu

Year: 2014 Journal:   Advanced materials research Vol: 926-930 Pages: 3608-3611   Publisher: Trans Tech Publications

Abstract

In this paper, first introduce data mining knowledge then focuses on the clustering analysis algorithms, including classification clustering algorithm, and each classification typical cluster analysis algorithms, including the formal description of each algorithm as well as the advantages and disadvantages of each algorithm also has a more detailed description. Then carefully introduce data mining algorithm on the basis of cluster analysis. And using cohesion based clustering algorithm with DBSCAN algorithm and clustering in consumer spending in two-dimensional space, 2,000 data points for each area, and get a reasonable clustering results, resulting in hierarchical clustering results valuable information, so as to realize the practical application of the algorithm and clustering analysis theory combined.

Keywords:
Cluster analysis DBSCAN CURE data clustering algorithm Data mining Canopy clustering algorithm Computer science Correlation clustering Data stream clustering Fuzzy clustering Single-linkage clustering Determining the number of clusters in a data set Hierarchical clustering Clustering high-dimensional data Algorithm Artificial intelligence

Metrics

3
Cited By
1.61
FWCI (Field Weighted Citation Impact)
1
Refs
0.88
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Data Mining Algorithms and Applications
Physical Sciences →  Computer Science →  Information Systems
Rough Sets and Fuzzy Logic
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Data Management and Algorithms
Physical Sciences →  Computer Science →  Signal Processing

Related Documents

JOURNAL ARTICLE

Clustering Algorithm and Its Application in Data Mining

Hailei Zou

Journal:   Wireless Personal Communications Year: 2019 Vol: 110 (1)Pages: 21-30
JOURNAL ARTICLE

Application Research of Clustering Algorithm Based on K-Means in Data Mining

Shen HuijuanZhenjiang Duan

Journal:   2020 International Conference on Computer Information and Big Data Applications (CIBDA) Year: 2020 Vol: 2017 Pages: 66-69
JOURNAL ARTICLE

Research on Spatial Clustering Algorithm based on Data Mining

Runtao LvJin ZhaoYu Li

Journal:   International Journal of Database Theory and Application Year: 2016 Vol: 9 (12)Pages: 217-230
JOURNAL ARTICLE

Research on a new clustering algorithm in data mining

Tan Zhong-bing

Journal:   IEEE Conference Anthology Year: 2013 Vol: 17 Pages: 1-4
© 2026 ScienceGate Book Chapters — All rights reserved.