RAT swarm optimizer for data clustering

Joint Authors

Zubayri, Ibrahim
Zughaydah, Jamil
Redjimi, Muhammad

Source

Jordanian Journal of Computetrs and Information Technology

Issue

Vol. 8, Issue 3 (30 Sep. 2022), pp.297-307, 11 p.

Publisher

Princess Sumaya University for Technology

Publication Date

2022-09-30

Country of Publication

Jordan

No. of Pages

11

Main Subjects

Information Technology and Computer Science

Abstract EN

Rat Swarm Optimizer (RSO) is one of the newest swarm intelligence optimization algorithms that is inspired from the behaviors of chasing and fighting of rats in nature.

In this paper, we will apply the RSO to one of the most challenging problems, which is data clustering.

The search capability of RSO is used here to find the best cluster centers.

The proposed RSO algorithm for clustering (RSOC) is tested on several benchmarks and compared to some other optimization algorithms for data clustering, including some well- known and powerful algorithms such as Particle Swarm Optimization (PSO) and Genetic Algorithm (GA), as well as other recent algorithms, such as the Hybridization of Krill Herd Algorithm and harmony search (H-KHA), hybrid Harris Hawks Optimization with differential evolution (H-HHO) and Multi-Verse Optimizer (MVO).

Results are validated through a bunch of measures: homogeneity, completeness, v-measure, purity and error rate.

The computational results are encouraging, where they demonstrate the effectiveness of RSOC over other clustering techniques.

American Psychological Association (APA)

Zubayri, Ibrahim& Zughaydah, Jamil& Redjimi, Muhammad. 2022. RAT swarm optimizer for data clustering. Jordanian Journal of Computetrs and Information Technology،Vol. 8, no. 3, pp.297-307.
https://search.emarefa.net/detail/BIM-1435886

Modern Language Association (MLA)

Zubayri, Ibrahim…[et al.]. RAT swarm optimizer for data clustering. Jordanian Journal of Computetrs and Information Technology Vol. 8, no. 3 (Sep. 2022), pp.297-307.
https://search.emarefa.net/detail/BIM-1435886

American Medical Association (AMA)

Zubayri, Ibrahim& Zughaydah, Jamil& Redjimi, Muhammad. RAT swarm optimizer for data clustering. Jordanian Journal of Computetrs and Information Technology. 2022. Vol. 8, no. 3, pp.297-307.
https://search.emarefa.net/detail/BIM-1435886

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 305-307

Record ID

BIM-1435886