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Article

A Comparative Study on Bayesian Optimization Algorithm for Nutrition Problem

1Department of Statistics, Faculty of Arts and Science, Ondokuzmayis University, Samsun, Turkey


Journal of Food and Nutrition Research. 2014, Vol. 2 No. 12, 952-958
DOI: 10.12691/jfnr-2-12-15
Copyright © 2014 Science and Education Publishing

Cite this paper:
Serpil Gumustekin, Talat Senel, Mehmet Ali Cengiz. A Comparative Study on Bayesian Optimization Algorithm for Nutrition Problem. Journal of Food and Nutrition Research. 2014; 2(12):952-958. doi: 10.12691/jfnr-2-12-15.

Correspondence to: Serpil  Gumustekin, Department of Statistics, Faculty of Arts and Science, Ondokuzmayis University, Samsun, Turkey. Email: serpil.gumustekin@omu.edu.tr

Abstract

In this paper, the Bayesian Optimization Algorithm (BOA), which is one of the multivariate EDA algorithms with graphical model, was investigated. Then BOA was applied to the problem of nutrition for breakfast. The results obtained from BOA were compared to Genetic Algorithm and Linear Programming. At the end of the comparisons, for the problem of a recommended diet for breakfast, BOA approach gives more effective results than the other mentioned methods in terms of time and the cost.

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