An Optimized Clustering Method with Improved Cluster Center for Social Network Based on Gravitational Search Algorithm

被引：1

作者：

Sun, Liping ^{[1
]}

Tao, Tao ^{[1
]}

Chen, Fulong ^{[1
]}

Luo, Yonglong ^{[1
]}

机构：

[1] Anhui Normal Univ, Engn Technol Res Ctr Network & Informat Secur, Wuhu 241000, Peoples R China

来源：

INDUSTRIAL IOT TECHNOLOGIES AND APPLICATIONS, INDUSTRIAL IOT 2017 | 2017年 / 202卷

基金：

中国国家自然科学基金;

关键词：

Data clustering; Gravitational Search Algorithm; Density peaks clustering; Social network; COMMUNITY;

D O I：

10.1007/978-3-319-60753-5_7

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Data clustering is a kind of data analysis techniques for grouping the set of data objects into clusters. To make use of the advantages of distance measure and nearest neighbor method, we present a hybrid data clustering algorithm based on GSA and DPC (GSA-DPC) algorithm. The optional clustering center set is selected by DPC algorithm. In turn, we optimize the clustering center set to achieve the best clustering distribution under the fame of GSA. Its performance is compared with four related clustering algorithms. The simulation results demonstrate the effectiveness of the presented algorithm.

引用

页码：61 / 71

页数：11

共 50 条

[41] Power allocation method based on modified social network search algorithm
Gao, Hongyuan
Li, Huishuang
Lin, Yun
Ma, Jingya
APPLIED INTELLIGENCE, 2024, 54 (24) : 12851 - 12884
[42] Density clustering algorithm based on the dynamic selection of cluster center
Sun, Lulu
Zhang, Ruilin
2019 INTERNATIONAL CONFERENCE ON CYBER-ENABLED DISTRIBUTED COMPUTING AND KNOWLEDGE DISCOVERY (CYBERC), 2019, : 253 - 260
[43] Fault Diagnosis Method Based on Kernel Fuzzy C-Means Clustering with Gravitational Search Algorithm
Wu, Biyuan
Li, Xiangshun
PROCEEDINGS OF 2018 IEEE 7TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS CONFERENCE (DDCLS), 2018, : 235 - 239
[44] A K-means Optimized Clustering Algorithm Based on Improved Genetic Algorithm
Pu, Qiu-Mei
Wu, Qiong
Li, Qian
Lecture Notes in Electrical Engineering, 2022, 801 LNEE : 133 - 140
[45] Energy Efficient Gravitational Search Algorithm and Fuzzy Based Clustering With Hop Count Based Routing For Wireless Sensor Network
Mohit Singh Tomar
Piyush Kumar Shukla
Multimedia Tools and Applications, 2019, 78 : 27849 - 27870
[46] Energy Efficient Gravitational Search Algorithm and Fuzzy Based Clustering With Hop Count Based Routing For Wireless Sensor Network
Tomar, Mohit Singh
Shukla, Piyush Kumar
MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (19) : 27849 - 27870
[47] An Improved CFSFDP Algorithm with Cluster Center Automatically Selected Based on Weighted Average Method
Lv, Zhe
Han, Zhonghua
Yang, Liying
Gong, Wei
2017 IEEE 7TH ANNUAL INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (CYBER), 2017, : 955 - 959
[48] Optimized fuzzy clustering in wireless sensor networks using improved squirrel search algorithm
Kim Khanh Le-Ngoc
Quan Thanh Tho
Thang Hoai Bui
Rahmani, Amir Masoud
Hosseinzadeh, Mehdi
FUZZY SETS AND SYSTEMS, 2022, 438 : 121 - 147
[49] Fuzzy Optimized Gravitational Search Algorithm for Disease Prediction
Yadav, Utkarsh
Tyagi, Twishi
Nagpal, Sushama
INTERNATIONAL JOURNAL OF SWARM INTELLIGENCE RESEARCH, 2020, 11 (03) : 89 - 103
[50] Radar Cross Section Reduction Based on Gravitational Search Algorithm optimized Metasurface
Song, Yi-Chuan
Ding, Jun
Guo, Chen-Jiang
Ren, Yu-Hui
Zhang, Jia-Kai
9TH INTERNATIONAL CONFERENCE ON MICROWAVE AND MILLIMETER WAVE TECHNOLOGY PROCEEDINGS, VOL. 1, (ICMMT 2016), 2016, : 312 - 314

← 1 2 3 4 5 →