A Novel Clustering Algorithm Using Hypergraph-Based Granular Computing

被引：3

作者：

Liu, Qun ^{[1
,2
]}

Liao, XiaoFeng ^{[2
]}

Wu, Yu ^{[1
]}

机构：

[1] Chongqing Univ Post & Telecommun, Dept Comp Sci & Technol, Chongqing 400065, Peoples R China

[2] Chongqing Univ, Dept Comp Sci & Engn, Chongqing 400044, Peoples R China

来源：

INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS | 2010年 / 25卷 / 02期

关键词：

D O I：

10.1002/int.20393

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Clustering is an important technique in data mining. In this paper, we introduce a new clustering algorithm. This algorithm, based on granular computing, constructs a hypergraph (simplicial complex) by the hypergraph bisection algorithm. It will discover the similarities and associations among documents. In some experiments on Web data, the proposed algorithm is used; the results are quite satisfactory. (C) 2009 Wiley Periodicals, Inc.

引用

页码：155 / 164

页数：10