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User Recommendation for Data Sharing in Social Internet of Things

As various types of data are generated on the social Internet of things (SIoT), which combine the Internet of things (IoT) and social networks, the relations of IoT devices should be established for necessary data exchange. In this paper, we propose a user recommendation scheme that facilitates data...

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Detalles Bibliográficos
Autores principales: Bok, Kyoungsoo, Kim, Yeondong, Choi, Dojin, Yoo, Jaesoo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7827669/
https://www.ncbi.nlm.nih.gov/pubmed/33440711
http://dx.doi.org/10.3390/s21020462
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author Bok, Kyoungsoo
Kim, Yeondong
Choi, Dojin
Yoo, Jaesoo
author_facet Bok, Kyoungsoo
Kim, Yeondong
Choi, Dojin
Yoo, Jaesoo
author_sort Bok, Kyoungsoo
collection PubMed
description As various types of data are generated on the social Internet of things (SIoT), which combine the Internet of things (IoT) and social networks, the relations of IoT devices should be established for necessary data exchange. In this paper, we propose a user recommendation scheme that facilitates data sharing through an analysis of an interaction between an IoT device and a user in the SIoT. An interrelation between a user and an IoT device as well as an interrelation between users exist simultaneously in the SIoT. Hence, the interaction between users must be analyzed to identify the interest keywords, and the interaction between IoT devices and users to determine the user’s preference of IoT device. Moreover, the proposed scheme calculates the similarity between users based on the IoT device preference based on IoT device usage frequency and interest keywords, which are identified through an analysis between the user and IoT device and that between users. Subsequently, it recommends top-N users who have a high similarity as the users for data sharing. Furthermore, the performance of the proposed scheme is verified through performance evaluation based on the precision, recall, and F-measure.
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spelling pubmed-78276692021-01-25 User Recommendation for Data Sharing in Social Internet of Things Bok, Kyoungsoo Kim, Yeondong Choi, Dojin Yoo, Jaesoo Sensors (Basel) Article As various types of data are generated on the social Internet of things (SIoT), which combine the Internet of things (IoT) and social networks, the relations of IoT devices should be established for necessary data exchange. In this paper, we propose a user recommendation scheme that facilitates data sharing through an analysis of an interaction between an IoT device and a user in the SIoT. An interrelation between a user and an IoT device as well as an interrelation between users exist simultaneously in the SIoT. Hence, the interaction between users must be analyzed to identify the interest keywords, and the interaction between IoT devices and users to determine the user’s preference of IoT device. Moreover, the proposed scheme calculates the similarity between users based on the IoT device preference based on IoT device usage frequency and interest keywords, which are identified through an analysis between the user and IoT device and that between users. Subsequently, it recommends top-N users who have a high similarity as the users for data sharing. Furthermore, the performance of the proposed scheme is verified through performance evaluation based on the precision, recall, and F-measure. MDPI 2021-01-11 /pmc/articles/PMC7827669/ /pubmed/33440711 http://dx.doi.org/10.3390/s21020462 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bok, Kyoungsoo
Kim, Yeondong
Choi, Dojin
Yoo, Jaesoo
User Recommendation for Data Sharing in Social Internet of Things
title User Recommendation for Data Sharing in Social Internet of Things
title_full User Recommendation for Data Sharing in Social Internet of Things
title_fullStr User Recommendation for Data Sharing in Social Internet of Things
title_full_unstemmed User Recommendation for Data Sharing in Social Internet of Things
title_short User Recommendation for Data Sharing in Social Internet of Things
title_sort user recommendation for data sharing in social internet of things
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7827669/
https://www.ncbi.nlm.nih.gov/pubmed/33440711
http://dx.doi.org/10.3390/s21020462
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