A Clustering Algorithm Based on Distinguishability for Nominal Attributes

被引：0

作者：

Krawczak, Maciej ^{[1
]}

Szkatula, Grazyna ^{[1
]}

机构：

[1] Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, Poland

来源：

ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT II | 2012年 / 7268卷

关键词：

cluster analysis; nominal attributes; sets theory;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we developed a new methodology for grouping objects described by nominal attributes. We introduced a definition of condition's domination within each pair of cluster, and next the measure of omega-distinguishability of clusters for creating a junction of clusters. The developed method is hierarchical and agglomerative one and can be characterized both by high speed of computation as well as extremely good accuracy of clustering.

引用

下载

页码：120 / 127

页数：8

共 50 条

[1] A Discretization Algorithm of Continuous Attributes Based on Supervised Clustering
Hua, Haiyang
Zhao, Huaici
PROCEEDINGS OF THE 2009 CHINESE CONFERENCE ON PATTERN RECOGNITION AND THE FIRST CJK JOINT WORKSHOP ON PATTERN RECOGNITION, VOLS 1 AND 2, 2009, : 5 - 9
[2] A New Clustering Algorithm On Nominal Data Sets
Wang, Bin
INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS (IMECS 2010), VOLS I-III, 2010, : 605 - 610
[3] Automatic clustering algorithm for continuous attributes based on entropy of information
Xu, Z.X.
Wu, H.L.
Ding, Y.L.
2001, Nanjing University of Aeronautics an Astronautics (33):
[4] Clustering based algorithm for best discretizing continuous valued attributes
2000, Shenyang Inst Comput Technol, China (21):
[5] A hierarchical clustering algorithm for categorical attributes
Agarwal, Parul
Alam, M. Afshar
Biswas, Ranjit
2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS: ICCEA 2010, PROCEEDINGS, VOL 2, 2010, : 365 - 368
[6] A New Clustering Algorithm for Categorical Attributes
Songfeng Lu
International Journal of Minerals,Metallurgy and Materials, 2000, (04) : 318 - 322
[7] A new clustering algorithm for categorical attributes
Lu, SF
Lu, ZD
JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING, 2000, 7 (04): : 318 - 322
[8] New clustering algorithm for categorical attributes
Lu, Songfeng
Lu, Zhengding
2000, University of Science and Technology Beijing, Beijing, China (07):
[9] A new clustering algorithm for categorical attributes
Tang, CB
Zhao, WD
SHAPING BUSINESS STRATEGY IN A NETWORKED WORLD, VOLS 1 AND 2, PROCEEDINGS, 2004, : 1065 - 1069
[10] A classification method based on the nominal attributes quantization
Yu, HT
Hu, XG
Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 1579 - 1582

← 1 2 3 4 5 →