{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:21:57Z","timestamp":1760710917004,"version":"3.41.2"},"reference-count":30,"publisher":"World Scientific Pub Co Pte Ltd","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Info. Know. Mgmt."],"published-print":{"date-parts":[[2022,6]]},"abstract":"<jats:p> Link Prediction (LP) is one of the critical problems in Online Social Networks (OSNs) analysis. LP is a technique for predicting forthcoming or missing links based on current information in the OSN. Typically, modelling an OSN platform is done in a single-layer scheme. However, this is a limitation which might lead to incorrect descriptions of some real-world details. To overcome this limitation, this paper presents a multilayer model of OSN for the LP problem by analysing Twitter and Foursquare networks. LP in multilayer networks involves performing LP on a target layer benefitting from the structural information of the other layers. Here, a novel criterion is proposed, which calculates the similarity between users by forming intralayer and interlayer links in a two-layer network (i.e. Twitter and Foursquare). Particularly, LP in the Foursquare layer is done by considering the two-layer structural information. In this paper, according to the available information from the Twitter and Foursquare OSNs, a weighted graph is created and then various topological features are extracted from it. Based on the extracted features, a database with two classes of link existence and no link has been created, and therefore the problem of LP has become a two-class classification problem that can be solved by supervised learning methods. To prove the better performance of the proposed method, Katz and FriendLink indices as well as SEM-Path algorithm have been used for comparison. Evaluations results show that the proposed method can predict new links with better precision. <\/jats:p>","DOI":"10.1142\/s0219649222500253","type":"journal-article","created":{"date-parts":[[2022,4,30]],"date-time":"2022-04-30T02:37:00Z","timestamp":1651286220000},"source":"Crossref","is-referenced-by-count":5,"title":["A Novel Multilayer Model for Link Prediction in Online Social Networks Based on Reliable Paths"],"prefix":"10.1142","volume":"21","author":[{"given":"Fariba","family":"Sarhangnia","sequence":"first","affiliation":[{"name":"Department of Computer Engineering and Information Technology, Bushehr Branch, Islamic Azad University, Bushehr, Iran"}]},{"given":"Nona","family":"Ali Asgharzadeholiaee","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, University of Tehran Kish International Campus, Kish, Iran"}]},{"given":"Milad","family":"Boshkani Zadeh","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Ahram Branch, Islamic Azad University, Ahram, Iran"}]}],"member":"219","published-online":{"date-parts":[[2022,4,29]]},"reference":[{"key":"S0219649222500253BIB001","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2020.124650"},{"key":"S0219649222500253BIB002","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2018.02.010"},{"key":"S0219649222500253BIB003","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-017-2156-x"},{"key":"S0219649222500253BIB004","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-019-0618-2"},{"key":"S0219649222500253BIB005","doi-asserted-by":"publisher","DOI":"10.1007\/s00607-021-00982-2"},{"key":"S0219649222500253BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.08.068"},{"key":"S0219649222500253BIB007","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2020.07.028"},{"key":"S0219649222500253BIB008","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2021.104325"},{"key":"S0219649222500253BIB009","doi-asserted-by":"publisher","DOI":"10.1007\/BF02289026"},{"key":"S0219649222500253BIB010","doi-asserted-by":"publisher","DOI":"10.1002\/spe.2627"},{"key":"S0219649222500253BIB011","doi-asserted-by":"publisher","DOI":"10.1002\/spe.2737"},{"key":"S0219649222500253BIB012","doi-asserted-by":"publisher","DOI":"10.1002\/asi.20591"},{"key":"S0219649222500253BIB013","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-14459-3_2"},{"key":"S0219649222500253BIB014","doi-asserted-by":"publisher","DOI":"10.1016\/j.mlwa.2021.100086"},{"key":"S0219649222500253BIB015","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2017.12.006"},{"key":"S0219649222500253BIB016","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2021.111230"},{"key":"S0219649222500253BIB017","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104772"},{"issue":"6","key":"S0219649222500253BIB018","first-page":"380","volume-title":"Proc. Int. Multiconference of Engineers and Computer Scientists","volume":"1","author":"Niwattanakul S","year":"2013"},{"key":"S0219649222500253BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2012.04.019"},{"key":"S0219649222500253BIB020","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2016.11.069"},{"key":"S0219649222500253BIB021","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2020.0111201"},{"issue":"5","key":"S0219649222500253BIB022","first-page":"1","volume":"7","author":"Rezaeipanah A","year":"2019","journal-title":"International Journal of Scientific Research in Network Security and Communication"},{"key":"S0219649222500253BIB023","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-020-00639-6"},{"key":"S0219649222500253BIB024","doi-asserted-by":"publisher","DOI":"10.1080\/0952813X.2021.1938698"},{"key":"S0219649222500253BIB025","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.105598"},{"key":"S0219649222500253BIB026","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2907202"},{"key":"S0219649222500253BIB027","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.121184"},{"key":"S0219649222500253BIB028","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2018.04.004"},{"key":"S0219649222500253BIB029","first-page":"4430","volume-title":"Association for the Advancement of Artificial Intelligence","author":"Zhang M","year":"2018"},{"key":"S0219649222500253BIB030","doi-asserted-by":"publisher","DOI":"10.1038\/srep12261"}],"container-title":["Journal of Information &amp; Knowledge Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219649222500253","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,10]],"date-time":"2022-06-10T07:16:18Z","timestamp":1654845378000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219649222500253"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,29]]},"references-count":30,"journal-issue":{"issue":"02","published-print":{"date-parts":[[2022,6]]}},"alternative-id":["10.1142\/S0219649222500253"],"URL":"https:\/\/doi.org\/10.1142\/s0219649222500253","relation":{},"ISSN":["0219-6492","1793-6926"],"issn-type":[{"type":"print","value":"0219-6492"},{"type":"electronic","value":"1793-6926"}],"subject":[],"published":{"date-parts":[[2022,4,29]]},"article-number":"2250025"}}