RAT swarm optimizer for data clustering

المؤلفون المشاركون

Zubayri, Ibrahim
Zughaydah, Jamil
Redjimi, Muhammad

المصدر

Jordanian Journal of Computetrs and Information Technology

العدد

المجلد 8، العدد 3 (30 سبتمبر/أيلول 2022)، ص ص. 297-307، 11ص.

الناشر

جامعة الأميرة سمية للتكنولوجيا

تاريخ النشر

2022-09-30

دولة النشر

الأردن

عدد الصفحات

11

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 305-307

رقم السجل

BIM-1435886