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The results show that the SARIMA model is better suited to modeling the flow of interactions. The application of the SNR method on the signal energies has allowed to measure the usage damping in the users. The multitude of applied approaches have allowed to extract some main characteristics of this large and complex network.<\/jats:p>","DOI":"10.3233\/jifs-213391","type":"journal-article","created":{"date-parts":[[2022,4,26]],"date-time":"2022-04-26T13:53:43Z","timestamp":1650981223000},"page":"3757-3769","source":"Crossref","is-referenced-by-count":6,"title":["Characterizing community behavior in OSNs: Modeling and forecasting activity on Facebook using the SARIMA model"],"prefix":"10.1177","volume":"43","author":[{"given":"Jaafar","family":"Idrais","sequence":"first","affiliation":[{"name":"IMI Laboratory, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco"}]},{"given":"Rida","family":"El Abassi","sequence":"additional","affiliation":[{"name":"IMI Laboratory, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco"}]},{"given":"Yassine","family":"El Moudene","sequence":"additional","affiliation":[{"name":"IMI Laboratory, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco"}]},{"given":"Abderrahim","family":"Sabour","sequence":"additional","affiliation":[{"name":"Department of Computer Science High School of Technology, Ibn Zohr University, Agadir, Morocco"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-213391_ref1","doi-asserted-by":"publisher","first-page":"107563","DOI":"10.1016\/j.knosys.2021.107563","article-title":"Structural analysis of relevance propagation models","volume":"234","author":"Xamena","year":"2021","journal-title":"Knowledge-Based Systems"},{"issue":"1","key":"10.3233\/JIFS-213391_ref2","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.bushor.2009.09.003","article-title":"Users of the world, unite! the challenges and opportunities of social media","volume":"53","author":"Kaplan","year":"2010","journal-title":"Business Horizons"},{"issue":"4","key":"10.3233\/JIFS-213391_ref4","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1002\/jdd.12478","article-title":"Social media as a learning tool: Dentalstudents\u2019 perspectives","volume":"85","author":"Rajeh","year":"2021","journal-title":"Journal of Dental Education"},{"key":"10.3233\/JIFS-213391_ref6","doi-asserted-by":"crossref","unstructured":"Idrais J. , El Moudene Y. and Sabour A. , Introduction to sociology of moroccan online social networks: Evolution analysis of the moroccan community activity on facebook, in Lecture Notes in Real-Time Intelligent Systems, J.Mizera-Pietraszko, P. 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