Diabetic-Friendly Multi-agent Recommendation System for Restaurants Based on Social Media Sentiment Analysis and Multi-criteria Decision Making

被引:2
|
作者
Teixeira, Bruno [1 ]
Martinho, Diogo [1 ]
Novais, Paulo [2 ]
Corchado, Juan [3 ]
Marreiros, Goreti [1 ]
机构
[1] Polytech Porto, Inst Engn, Res Grp Intelligent Engn & Comp Adv Innovat & Dev, Porto, Portugal
[2] Univ Minho, ALGORITMI Ctr, Guimaraes, Portugal
[3] Univ Salamanca, BISITE Digital Innovat Hub, Edificio Multiusos, Salamanca, Spain
关键词
Recommender system; Diabetic-friendly; Multi-agent system; Sentiment analysis; Multi-criteria decision making; Case-based reasoning; k-Nearest Neighbors;
D O I
10.1007/978-3-031-16474-3_30
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Lifestyle, poor diet, stress, among other factors, strongly contribute to aggravate people's health problems, such as diabetes and high blood pressure. Some of these problems could be avoided if some of the essential recommendations for the practice of a healthy lifestyle were followed. The paper proposes a solution designed for diabetic people to find restaurants nearby that are more suitable for their health needs. A diabetic-friendly feature that will use a set of criteria, built through a Multi-Agent System (MAS) that using the user preferences initially recorded, will provide the user with three category recommendations that potentially benefit the user lifestyle and health. The solution proposes the use of Case-Based Reasoning algorithm to enable the solution to evolve and improve in each interaction with the user. Sentiment Analysis was also used for identifying the restaurant reviews score, since this is one of the defined criteria for the solution.
引用
收藏
页码:361 / 373
页数:13
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