A Novel Ant Colony Optimization Algorithm for Clustering

机译：一种新的蚁群聚类算法

获取原文

获取原文并翻译 | 示例

页面导航

摘要
著录项
相似文献
相关主题

摘要

Clustering Analysis is one kind of pattern recognition that not to be supervised. The Clustering algorithm based on object function resolves the clustering problem into optimization problem, thereby it becomes to the main investigatory stream nowadays. But it has some shortcomings such as its sensitivity to initial condition, and it is easy to fall in local peak. To overcome these deficiencies, ant colony optimization algorithm is applied to clustering analysis and a novel clustering based on an improved ant colony optimization algorithm is proposed. Theoretical analysis and experiments show this method is faster and more efficient to convergence upon the optimal value in the whole field.

机译：聚类分析是一种不受监督的模式识别。基于目标函数的聚类算法将聚类问题解决为优化问题，从而成为当今研究的主流。但是它有一些缺点，例如对初始条件的敏感性，并且很容易落入局部峰。为了克服这些不足，将蚁群优化算法应用于聚类分析，并提出了一种基于改进蚁群优化算法的新型聚类算法。理论分析和实验表明，该方法可以更快，更有效地收敛到整个领域的最优值。

著录项

来源
《International Conference on Signal Processing(ICSP'06); 20061116-20; Guilin(CN)》|2006年|P.1931-1934|共4页
会议地点 Guilin(CN)
作者
Xin Zhang; Hong Peng; Qilun Zheng;
展开▼
作者单位

School of Computer Science and Engineering, South China University of Technology, Guangzhou 510640, P. R. China;

College of Science, South China Agricultural University, Guangzhou 510642, P. R. China;

展开▼
会议组织
原文格式 PDF
正文语种 eng
中图分类通信理论;
关键词

相似文献

外文文献
中文文献
专利

1. Interacted Multiple Ant Colonies Optimization Approach to Enhance the Performance of Ant Colony Optimization Algorithms [J] . Alaa Aljanaby, Ku Ruhana Ku-Mahamud, Norita Md. Norwawi Computer and Information Science . 2010,第1期

机译：交互式多个蚁群优化方法以提高蚁群优化算法的性能
2. Safety detection algorithm in sensor network based on ant colony optimization with improved multiple clustering algorithms [J] . Zhu Limin Safety science . 2019,第期

机译：基于蚁群优化的传感器网络安全检测算法改进多元聚类算法
3. A Hybrid Ant Colony and Artificial Bee Colony Optimization Algorithm-based Cluster Head Selection for IoT [J] . Sengathir Janakiraman Procedia Computer Science . 2018,第5期

机译：基于混合蚁群和人工蜂殖民地优化算法的IOT集群头选择
4. Energy Optimization In Wsn Routing By Using The K-Means Clustering Algorithm And Ant Colony Algorithm [C] . Abdullah Tareq Ali Al-Khayyat, Abdullahi Ibrahim International Symposium on Multidisciplinary Studies and Innovative Technologies . 2020

机译：K均值聚类算法和蚁群算法在WSN路由中的能量优化
5. Applications of the ant colony optimization algorithm in combinatorial optimization. [D] . Seo, Minseok. 2009

机译：蚁群优化算法在组合优化中的应用。
6. CACONET: Ant Colony Optimization (ACO) Based Clustering Algorithm for VANET [O] . Farhan Aadil, Khalid Bashir Bajwa, Salabat Khan, -1

机译：CACONET：基于蚁群优化（ACO）的VANET聚类算法
7. Interacted Multiple Ant Colonies Optimization Approach to Enhance the Performance of Ant Colony Optimization Algorithms [O] . Alaa Aljanaby (corresponding 2015

机译：交互式多蚁群优化方法提高蚁群优化算法的性能

A Novel Ant Colony Optimization Algorithm for Clustering

摘要

著录项

相似文献

相关主题

期刊订阅