Context-Aware Graph-Based Visualized Clustering Approach (CAVCA)

被引:0
作者
Prasad, K. Rajendra [1 ]
Reddy, B. Eswara [2 ]
机构
[1] Rajeev Gandhi Mem Coll Engn & Technol, Dept IT, Nandyal, AP, India
[2] JNTUA Coll Engn, Dept CSE, Ananthapuramu, AP, India
来源
ADVANCED COMPUTING AND SYSTEMS FOR SECURITY, VOL 1 | 2016年 / 395卷
关键词
Clustering; VAT; Clustering tendency; Hypergraph; TENDENCY;
D O I
10.1007/978-81-322-2650-5_16
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Clustering algorithms cannot detect the number of clusters for unlabeled data. The visual access tendency (VAT) is recognized as the best approach for cluster detection. However, context-aware-based graphs (CAG) give more informative cluster assessment for VAT. Hence, we extend the VAT using CAG, known as CAVAT. This paper investigates the existing cluster detection methods and proposes a data clustering method for the CAVAT for archiving the efficient clustering results.
引用
收藏
页码:247 / 260
页数:14
相关论文
共 28 条
[1]  
Belkin M., 2002, ADV NEU INF PROC SYS
[2]   Visual assessment of clustering tendency for rectangular dissimilarity matrices [J].
Bezdek, James C. ;
Hathaway, Richard J. ;
Huband, Jacalyn M. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2007, 15 (05) :890-903
[3]   VAT: A tool for visual assessment of (cluster) tendency [J].
Bezdek, JC ;
Hathaway, RJ .
PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3, 2002, :2225-2230
[4]   Document clustering using locality preserving indexing [J].
Cai, D ;
He, XF ;
Han, JW .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2005, 17 (12) :1624-1637
[5]  
Dubes R. C., 1980, ADV COMPUT, P113
[6]  
Ester M., 1996, KDD-96 Proceedings. Second International Conference on Knowledge Discovery and Data Mining, P226
[7]  
Eswara Reddy B., 2015, INT J SYST ASSUR ENG
[8]   Scalable visual assessment of cluster tendency for large data sets [J].
Hathaway, Richard J. ;
Bezdek, James C. ;
Huband, Jacalyn M. .
PATTERN RECOGNITION, 2006, 39 (07) :1315-1324
[9]  
Havens T. C., 2012, IEEE T KNOWL DATA EN
[10]   bigVAT: Visual assessment of cluster tendency for large data sets [J].
Huband, JM ;
Bezdek, JC ;
Hathaway, RJ .
PATTERN RECOGNITION, 2005, 38 (11) :1875-1886