基于模糊逻辑的推荐系统:工艺品对客户的建议

Saber Modallal, Mamoon Hassan, Amjad Hawash
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引用次数: 0

摘要

随着人口的激增,不同类型的建筑物及其相关设施的数量不断增加,需要迅速适当地寻找工匠来安装新装置和/或进行一些维修。通常,人们寻求密切的,合理的工资,和专业的工匠做一些维修或安装。随着各国人口的增加以及相关准确信息的缺乏,寻找这样的工匠并不是一件容易的事情。在这项工作中,我们建议在基于web的数据库应用程序中嵌入一个基于模糊逻辑的推荐系统。系统可以让客户(顾客)手动搜索工匠,也可以根据工匠的专业程度和亲近度向客户推荐工匠,从高到低依次排列。由于手工寻找工匠也不是一件容易的事情,推荐系统能够根据客户的需求为他们推荐最适合的工匠。本文最后的实验测试通过对比手工和基于模糊的工匠搜索在时间和精力上的差异,强调了使用推荐系统代替手工搜索工匠的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fuzzy Logic based Recommendation System: Crafts to Clients Suggestion
With the population explosion and the increasing number of different types of buildings and the variety of their related facilities, the need for rapid proper searching of craftsmen to make new installations and/or make some repairs is also increased. Usually, people seek close, reasonable wages, and professional craftsmen to make some repairs or installations. Searching for such craftsmen is not an easy task with the increase of population in countries as well as the lack of related and accurate information. In this work, we are suggesting a fuzzy logic-based recommendation system embedded within a web-based database application. The system enables clients (customers) to manually search for craftsmen as well as the ability of the system to suggest craftsmen to clients according to the professionalism of craftsmen and their closeness, all ranked in descending order. Since manual searching for craftsmen is also not an easy task, the recommendation system is able to suggest the most suitable craftsmen to clients according to their needs. The experimental tests at the end of the work emphasize the importance of using a recommendation system instead of the manual search of craftsmen by comparing the manual and the fuzzy-based craftsmen searching in terms of time and effort.
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