Quantum Genetic Algorithm Based Clustering Approach

被引：0

作者：

Zeng Cheng ^{[1
]}

Zhao Xijun ^{[1
]}

Xu Hong ^{[2
]}

机构：

[1] China Acad Engn Phys, Inst Elect Engn, Mianyang 621900, Peoples R China

[2] Sichuan Police Coll, Luzhou 646000, Peoples R China

来源：

PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE | 2010年

关键词：

Data Mining; Quantum Genetic Algorithm; Quantum Crossover; Quantum Mutation; Clustering Algorithm; Cluster Center; Optimization;

D O I：

暂无

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 is one of the important technologies of data mining and an unsupervised pattern recognition technology. For which, a clustering approach based on quantum genetic algorithm is proposed. It transforms clustering problem into cluster center optimization problems, realizes clustering through quantum genetic algorithm evolution computation. Compared with other clustering algorithms, simulation results show that, the approach can obtain better clustering results and is feasible.

引用

页码：5134 / 5137

页数：4

共 11 条

[1] Gao Haichang, 2008, J INFORM COMPUTATION, V5, P537
[2] Kernel-based fuzzy clustering and fuzzy clustering: A comparative experimental study
Graves, Daniel
Pedrycz, Witold
[J]. FUZZY SETS AND SYSTEMS, 2010, 161 (04) : 522 - 543
[3] Fast global k-means clustering using cluster membership and inequality
Lai, Jim Z. C.
Huang, Tsung-Jen
[J]. PATTERN RECOGNITION, 2010, 43 (05) : 1954 - 1963
[4] Agglomerative fuzzy K-Means clustering algorithm with selection of number of clusters
Li, Mark Junjie
Ng, Michael K.
Cheung, Yiu-ming
Huang, Joshua Zhexue
[J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2008, 20 (11) : 1519 - 1534
[5] Kernelized fuzzy attribute C-means clustering algorithm
Liu, Jingwei
Xu, Meizhi
[J]. FUZZY SETS AND SYSTEMS, 2008, 159 (18) : 2428 - 2445
[6] Liu Yi, 2008, J COMPUTATIONAL INFO, V4, P183
[7] GAKREM: A novel hybrid clustering algorithm
Nguyen, Cao D.
Cios, Krzysztof J.
[J]. INFORMATION SCIENCES, 2008, 178 (22) : 4205 - 4227
[8] Quantum-Inspired Genetic Algorithm Based on Simulated Annealing for Combinatorial Optimization Problem
Shu, Wanneng
[J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2009, 5 (01) : 64 - 65
[9] A multi-granularity evolution based Quantum Genetic Algorithm for QoS multicast routing problem in WDM networks
Xing, Huanlai
Liu, Xin
Jin, Xing
Bai, Lin
Ji, Yuefeng
[J]. COMPUTER COMMUNICATIONS, 2009, 32 (02) : 386 - 393
[10] Zhang Jianxun, 2006, J COMPUTATIONAL INFO, V2, P761

← 1 2 →