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

页码：247 / 260

页数：14

共 50 条

[1] A GENETIC GRAPH-BASED APPROACH FOR PARTITIONAL CLUSTERING
Menendez, Hector D.
Barrero, David F.
Camacho, David
INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2014, 24 (03)
[2] Context-Aware Clustering for SDN Enabled Network
Duo, Ran
Wu, Celimuge
Tsutomu, Yoshinaga
Ji, Yusheng
2020 IEEE 28TH INTERNATIONAL CONFERENCE ON NETWORK PROTOCOLS (IEEE ICNP 2020), 2020,
[3] A context-aware approach based Web service recommendation
Deborah, Nancy R.
Chitrakala, S.
PROCEEDINGS OF THE 2016 IEEE 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN ELECTRICAL & ELECTRONICS, INFORMATION, COMMUNICATION & BIO INFORMATICS (IEEE AEEICB-2016), 2016, : 188 - 192
[4] Graph-Based Clustering with Constraints
Anand, Rajul
Reddy, Chandan K.
ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PT II: 15TH PACIFIC-ASIA CONFERENCE, PAKDD 2011, 2011, 6635 : 51 - 62
[5] Clustering of trending topics in microblogging posts: A graph-based approach
Hachaj, Tomasz
Ogiela, Marek R.
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2017, 67 : 297 - 304
[6] Graph-based criteria for spectrum-aware clustering in cognitive radio networks
Bradonjic, Milan
Lazos, Loukas
AD HOC NETWORKS, 2012, 10 (01) : 75 - 94
[7] A new graph-based clustering approach: Application to PMSI data
Elghazel, Haytham
Kheddouci, Hamamache
Deslandres, Veronique
Dussauchoy, Alain
2006 INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2006, : 110 - 115
[8] Context-aware incremental clustering of alerts in monitoring systems
Turgeman, Lior
Avrashi, Yaniv
Vagner, Gabriella
Azaizah, Nadeem
Katkar, Someshwar
EXPERT SYSTEMS WITH APPLICATIONS, 2022, 210
[9] Graph-based Medical Image Clustering
Li, Jian
Pan, Haiwei
Zhang, Minghui
Han, Qilong
Feng, Xiaoning
2012 8TH INTERNATIONAL CONFERENCE ON COMPUTING AND NETWORKING TECHNOLOGY (ICCNT, INC, ICCIS AND ICMIC), 2012, : 153 - 158
[10] Graph-based hierarchical conceptual clustering
Jonyer, I
Cook, DJ
Holder, LB
JOURNAL OF MACHINE LEARNING RESEARCH, 2002, 2 (01) : 19 - 43

← 1 2 3 4 5 →