Abstract
This paper presents a Particle Swarm Optimization (PSO) based method forgenerating healthy daily menu recommendations for elder. In order to apply the PSO method to the case of generating menu recommendations, we have redefined the concepts of particle, position and velocity of the particle, as well as the formulae for updating the position and velocity of the particle. Additionally, to evaluate the quality of a particle (i.e. a solution), we have used a fitness function that has four components: the closeness to a nutritionist dietary recommendation, a price component, a delivery time component, and a diversity component that estimates of how diverse a daily recommendation is. The method proposed has been tested on a set of different user profiles.
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References
J. Hoill, C. Kyungyong, Knowledge-based dietary nutrition recommendation for robese management, Information Technology Managemetn Journal, vol. 17, pp. 29–42, 2016.
L. Chang-Shing, M. Wang, and Shun-Teng Lan, Adaptive Personalized Diet Linguistic Recommendation Mechanism Based on Type-2 Fuzzy Sets and Genetic Fuzzy Markup Language, IEEE Transactions on Fuzzy Systems, vol. 23, no. 5, pp. 1777 – 1802, 2015.
M. I. V. Segismundo and B. Eleonor V. Comendador, Prenatal Nutrition Diet Generator Utilizing Modified Genetic Algorithm for Smartphone, Journal of Automation and Control Engineering, vol. 3, Issue 1, 2015.
S. F. Sufahani and Z. Ismail, Planning a Nutritious and Healthy Menu For Malaysian School Children Aged 13-18 Using “Delete-reshuffle Algorithm” in Binary Integer Programmin, Journal of Applied Sciences, vol. 15, pp. 1239-1244, 2015
C. Pop, V.R. Chifu, I. Salomie, D. Racz, R. Bonta, Hybridization of the Flower Pollination Algorithm – A Case Study in the Problem of Generating Healthy Nutritional Meals for Older Adults. Book Chapter in Nature Inspired Computation and Optimization, 2016, accepted for publication.
J. Kennedy, R. Eberhart, Particle Swarm Optimization, Proceedings of IEEE International Conference on Neural Networks. pp. 1942–1948, 1995.
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Chifu, V., Bonta, R., Chifu, E.S., Salomie, I., Moldovan, D. (2017). Particle Swarm Optimization Based Method for Personalized Menu Recommendations. In: Vlad, S., Roman, N. (eds) International Conference on Advancements of Medicine and Health Care through Technology; 12th - 15th October 2016, Cluj-Napoca, Romania. IFMBE Proceedings, vol 59. Springer, Cham. https://doi.org/10.1007/978-3-319-52875-5_50
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DOI: https://doi.org/10.1007/978-3-319-52875-5_50
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