A Hybrid Bacterial Foraging Optimization Algorithm and a Radial Basic Function Network for Image Classification


Yasmina Teldja Amghar, Hadria Fizazi, Journal of Information Processing Systems Vol. 13, No. 2, pp. 215-235, Apr. 2017  

https://doi.org/10.3745/JIPS.01.0014
Keywords: Bacterial Foraging Optimization Algorithm, Hybrid, Image Classification, Radial Basic Function
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Abstract

Foraging is a biological process, where a bacterium moves to search for nutriments, and avoids harmful substances. This paper proposes a hybrid approach integrating the bacterial foraging optimization algorithm (BFOA) in a radial basis function neural network, applied to image classification, in order to improve the classification rate and the objective function value. At the beginning, the proposed approach is presented and described. Then its performance is studied with an accent on the variation of the number of bacteria in the population, the number of reproduction steps, the number of elimination-dispersal steps and the number of chemotactic steps of bacteria. By using various values of BFOA parameters, and after different tests, it is found that the proposed hybrid approach is very robust and efficient for several-image classification


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Cite this article
[APA Style]
Amghar, Y. & Fizazi, H. (2017). A Hybrid Bacterial Foraging Optimization Algorithm and a Radial Basic Function Network for Image Classification . Journal of Information Processing Systems, 13(2), 215-235. DOI: 10.3745/JIPS.01.0014.

[IEEE Style]
Y. T. Amghar and H. Fizazi, "A Hybrid Bacterial Foraging Optimization Algorithm and a Radial Basic Function Network for Image Classification ," Journal of Information Processing Systems, vol. 13, no. 2, pp. 215-235, 2017. DOI: 10.3745/JIPS.01.0014.

[ACM Style]
Yasmina Teldja Amghar and Hadria Fizazi. 2017. A Hybrid Bacterial Foraging Optimization Algorithm and a Radial Basic Function Network for Image Classification . Journal of Information Processing Systems, 13, 2, (2017), 215-235. DOI: 10.3745/JIPS.01.0014.