Data Clustering Method based on Ant Swarm Intelligence

被引：1

作者：

Wang Yong ^{[1
]}

Wei Peng-Cheng ^{[1
]}

机构：

[1] Chongqing Educ Coll, Dept Comp, Chongqing, Peoples R China

来源：

2009 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 4 | 2009年

关键词：

swarm intelligence; clustering; aco; ALGORITHM;

D O I：

10.1109/ICCSIT.2009.5234558

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Clustering analysis based on ant swarm intelligence is discussed. As traditional clustering algorithm is easy to obtain local optimum, it uses ant swarm intelligence to obtain global search. It improves the clustering by locating the objects in a cluster with the probability, which is updated by the pheromone, while the rule of updating pheromone is according to total within cluster variance. According to the simulation results, the proposed algorithm outperforms several existing approaches such as GA, SOM.

引用

页码：358 / 361

页数：4

共 50 条

[41] An ant-based clustering algorithm in data mining
Tang, Y
Ma, YK
SHAPING BUSINESS STRATEGY IN A NETWORKED WORLD, VOLS 1 AND 2, PROCEEDINGS, 2004, : 1101 - 1105
[42] A CLUSTERING ENSEMBLE LEARNING METHOD BASED ON THE ANT COLONY CLUSTERING ALGORITHM
Parvin, H.
Beigi, A.
Mozayani, N.
APPLIED AND COMPUTATIONAL MATHEMATICS, 2012, 11 (02) : 286 - 302
[43] A Teaching-Learning-Based Particle Swarm Optimization for Data Clustering
Kushwaha, Neetu
Pant, Millie
MACHINE INTELLIGENCE AND SIGNAL ANALYSIS, 2019, 748 : 223 - 233
[44] UAV Swarm Topology Shaping Method Based on Swarm Intelligence Algorithm
Yang Y.
Zhang X.
Li B.
Qin K.
Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2023, 52 (02): : 203 - 208
[45] A clustering algorithm applied to the binarization of Swarm intelligence continuous metaheuristics
Garcia, Jose
Crawford, Broderick
Soto, Ricardo
Astorga, Gino
SWARM AND EVOLUTIONARY COMPUTATION, 2019, 44 : 646 - 664
[46] Fuzzy Clustering with Particle Swarm Intelligence for Large Dataset Classification
Dutta, Ashit Kumar
TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2018, 7 (04): : 738 - 743
[47] A clustering based Swarm Intelligence optimization technique for the Internet of Medical Things
El-shafeiy, Engy
Sallam, Karam M.
Chakrabortty, Ripon K.
Abohany, Amr A.
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 173
[48] ACOCA: Ant Colony Optimization Based Clustering Algorithm for Big Data Preprocessing
Singh, Neelam
Singh, Devesh Pratap
Pant, Bhasker
INTERNATIONAL JOURNAL OF MATHEMATICAL ENGINEERING AND MANAGEMENT SCIENCES, 2019, 4 (05) : 1239 - 1250
[49] Localization and Clustering Based on Swarm Intelligence in UAV Networks for Emergency Communications
Arafat, Muhammad Yeasir
Moh, Sangman
IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (05) : 8958 - 8976
[50] Swarm Reinforcement Learning Method Based on Ant Colony Optimization
Iima, Hitoshi
Kuroe, Yasuaki
Matsuda, Shoko
IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010), 2010,

← 1 2 3 4 5 →