Arif, Yunifa Miftachul, Nurhayati, Hani, Kurniawan, Fachrul, Nugroho, Supeno Mardi Susiki and Hariadi, Mochamad (2020) Blockchain-based data sharing for decentralized tourism destinations recommendation system. International Journal of Intelligent Engineering & System, 13 (6). pp. 472-486. ISSN 2185-3118
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Abstract
One thing that tourists need to plan their tourism activities is a recommendation system. The tourism destinations recommendation system in this study has three primary nodes, namely user, server, and sensor. Each node requires the ability to share data to produce recommendations that the user expects through their mobile devices. In this paper, we propose the data-sharing system scheme uses a blockchain-based decentralized network that each node can be connected directly to each other, to support the exchange of data between them. The block architecture used in the blockchain network has three main parts, namely block information, hashes, and data. Each type of node has a different structure and direction of data communication. Where the user node sends destination assessment data to the server node, then the server node sends data from the machine learning process to the user node. The sensor sends dynamic data about popularity, traffic, and weather to the user node as consideration for finalizing the generating recommendations process. In the process of sending data, each node in the blockchain network goes through several functions, including hashing, block validation, chaining block, and broadcast. We conduct web-based experiments and analysis of the data-sharing system to illustrate the system works. The experimental results show that the system handles data circulation with an average time of mine is 84.5 ms in sending multi-criteria assessment data from the user and 119.1 ms in sending data of machine learning result from the server.
Item Type: | Journal Article |
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Keywords: | recommendation system; tourism destinations; data-sharing; decentralized; blockchain |
Subjects: | 08 INFORMATION AND COMPUTING SCIENCES > 0805 Distributed Computing |
Divisions: | Faculty of Technology > Department of Informatics Engineering |
Depositing User: | Yunifa Miftachul Arif |
Date Deposited: | 20 Nov 2020 08:46 |
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