Training Feedforward Neural Networks Using Symbiotic Organisms Search Algorithm

المؤلفون المشاركون

Zhou, Yongquan
Wu, Haizhou
Luo, Qifang
Basset, Mohamed Abdel

المصدر

Computational Intelligence and Neuroscience

العدد

المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-14، 14ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2016-12-25

دولة النشر

مصر

عدد الصفحات

14

التخصصات الرئيسية

الأحياء

الملخص EN

Symbiotic organisms search (SOS) is a new robust and powerful metaheuristic algorithm, which stimulates the symbiotic interaction strategies adopted by organisms to survive and propagate in the ecosystem.

In the supervised learning area, it is a challenging task to present a satisfactory and efficient training algorithm for feedforward neural networks (FNNs).

In this paper, SOS is employed as a new method for training FNNs.

To investigate the performance of the aforementioned method, eight different datasets selected from the UCI machine learning repository are employed for experiment and the results are compared among seven metaheuristic algorithms.

The results show that SOS performs better than other algorithms for training FNNs in terms of converging speed.

It is also proven that an FNN trained by the method of SOS has better accuracy than most algorithms compared.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Wu, Haizhou& Zhou, Yongquan& Luo, Qifang& Basset, Mohamed Abdel. 2016. Training Feedforward Neural Networks Using Symbiotic Organisms Search Algorithm. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-14.
https://search.emarefa.net/detail/BIM-1099813

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Wu, Haizhou…[et al.]. Training Feedforward Neural Networks Using Symbiotic Organisms Search Algorithm. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-14.
https://search.emarefa.net/detail/BIM-1099813

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Wu, Haizhou& Zhou, Yongquan& Luo, Qifang& Basset, Mohamed Abdel. Training Feedforward Neural Networks Using Symbiotic Organisms Search Algorithm. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-14.
https://search.emarefa.net/detail/BIM-1099813

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1099813