Ni Wayan Priscila Yuni Praditya, Adhistya Erna Permanasari, Indriana Hidayah
{"title":"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","authors":"Ni Wayan Priscila Yuni Praditya, Adhistya Erna Permanasari, Indriana Hidayah","doi":"10.1109/COMNETSAT53002.2021.9530823","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":148136,"journal":{"name":"2021 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"57 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Designing a tourism recommendation system using a hybrid method (Collaborative Filtering and Content-Based Filtering)\",\"authors\":\"Ni Wayan Priscila Yuni Praditya, Adhistya Erna Permanasari, Indriana Hidayah\",\"doi\":\"10.1109/COMNETSAT53002.2021.9530823\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":148136,\"journal\":{\"name\":\"2021 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)\",\"volume\":\"57 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-07-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/COMNETSAT53002.2021.9530823\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/COMNETSAT53002.2021.9530823","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.