Recipe Recommendation for Balancing Ingredient Preference and Daily Nutrients

Sara Ozeki, Masaaki Kotera, Katushiko Ishiguro, Taichi Nishimura, Keita Higuchi
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Abstract

In this work, we propose a recipe recommendation system for daily eating habits based on user preference and nutrient balance. This method prompts user input and allows for the substitution or addition of ingredients while reflecting the user's preferences. The system also considers daily nutrient balance to fill dietary reference intakes such as carbohydrates, protein, and fat. While users select a day's worth of preferred recipes, the system updates the recommendation based on user selection and excess/deficiency predefined nutritional criteria. We run a simulation study to see the performance of the proposed algorithm. With our recipe planning application, we also performed a user study that participants chose a day's worth of recipes with preferred ingredients. The results show that the proposed system helps make better nutrient balance recipes than traditional ingredient-based search. In addition, the participants liked recommendations from the proposed system that improved satisfaction with recipe selection.
平衡配料偏好和每日营养素的配方建议
在这项工作中,我们提出了一个基于用户偏好和营养平衡的日常饮食习惯食谱推荐系统。此方法提示用户输入,并允许替换或添加成分,同时反映用户的偏好。该系统还考虑每日营养平衡,以填补饮食参考摄入量,如碳水化合物,蛋白质和脂肪。当用户选择一天的首选食谱时,系统会根据用户的选择和预定义的营养标准来更新推荐。我们进行了模拟研究,以观察所提出算法的性能。在我们的食谱计划应用程序中,我们还执行了一个用户研究,让参与者选择一天中使用首选配料的食谱。结果表明,与传统的基于成分的搜索相比,该系统有助于制作更好的营养平衡食谱。此外,参与者喜欢的建议系统,提高了满意度的食谱选择。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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