Data Clustering Based on Teaching-Learning-Based Optimization

被引：0

作者：

Satapathy, Suresh Chandra ^{[1
]}

Naik, Anima ^{[2
]}

机构：

[1] Anil Neerukonda Inst Technol & Sci, Vishakapatnam, India

[2] Majhighariani Inst Technol & Sci, Rayagada, India

来源：

SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, PT II | 2011年 / 7077卷

关键词：

Clustering; Optimization; TLBO;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A new efficient optimization method, called 'Teaching-Learning-Based Optimization (TLBO)', has been proposed very recently for the optimization of mechanical design problems. This paper proposes a new approach to using TLBO to cluster data. It is shown how TLBO can be used to find the centroids of a user specified number of clusters. The new TLBO algorithms are evaluated on some datasets and compared to the performance of K-means and PSO clustering. Results show that TLBO clustering techniques have much potential.

引用

页码：148 / +

页数：2

共 8 条

[1] A CLUSTERING TECHNIQUE FOR SUMMARIZING MULTIVARIATE DATA [J].

BALL, GH ;

HALL, DJ .

BEHAVIORAL SCIENCE, 1967, 12 (02) :153-&

[2]

Fausett L., 1994, Fundamentals of neural networks: architectures, algorithms, and applications

[3]

FORGY EW, 1965, BIOMETRICS, V21, P768

[4]

Hartigan J.A, 1975, CLUSTERING ALGORITHM

[5]

Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968

[6]

Kennedy J., 2002, SWARM INTELLIGENCE

[7] Teaching-learning-based optimization: A novel method for constrained mechanical design optimization problems [J].

Rao, R. V. ;

Savsani, V. J. ;

Vakharia, D. P. .

COMPUTER-AIDED DESIGN, 2011, 43 (03) :303-315

[8] Data clustering using particle swarm optimization [J].

van der Merwe, D ;

Engelbrecht, AP .

CEC: 2003 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-4, PROCEEDINGS, 2003, :215-220

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