基于协同过滤和基于内容过滤混合方法的旅游推荐系统设计

Ni Wayan Priscila Yuni Praditya, Adhistya Erna Permanasari, Indriana Hidayah
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引用次数: 4

摘要

推荐系统是基于对客户环境和需求的观察的应用程序模型。推荐系统可以应用于各个领域,其中之一就是旅游业。通过使用推荐系统,旅游业可以向更广泛的社区介绍和推广其旅游。在推荐系统中,使用了几种方法来支持系统如何产生信息。本文采用了混合(协同过滤和基于内容的过滤)方法和最近邻(NN)算法。当一个项目根本没有评级时,这种方法有一个弱点。因此,需要一种能够克服该方法缺点的方法。我们实现了一种混合方法,将推荐系统中的几种方法结合起来,产生符合用户意愿的推荐项目。此外,本系统将使用Whatsapp Messenger作为推广媒介。本文旨在提出一个推荐系统,以帮助几个历史旅游成为参观巨港的首要目的地。开发这个推荐系统的结果是一个网站,可以推荐用户想要的旅游。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Designing a tourism recommendation system using a hybrid method (Collaborative Filtering and Content-Based Filtering)
A recommendation system is an application model based on observations of the customer’s circumstances and desires. The recommendation system can be applied in various fields, one of which is tourism. By utilizing a recommendation system, tourism can introduce and promote its tourism to the wider community. In the recommendation system, several methods are used to support how the system works in producing information. This paper’s uses the Hybrid (Collaborative Filtering & Content-Based Filtering) method and the Nearest Neighbor (NN) algorithm. This method has a weakness when an item does not have a rating at all. Therefore, it needs a method that can overcome the weaknesses of the method. We implement a hybrid method, which combines several methods in the recommendation system to produce recommendation items under the user’s wishes. In addition, this system will use Whatsapp Messenger as a promotional medium. This paper aims to propose a recommendation system that will help several historical tours become the foremost destinations when visiting Palembang. The result of developing this recommendation system is a website that can recommend tours desired by users.
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