{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:00:00Z","timestamp":1760709600151},"reference-count":16,"publisher":"World Scientific Pub Co Pte Ltd","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Info. Tech. Dec. Mak."],"published-print":{"date-parts":[[2018,9]]},"abstract":"<jats:p>This work focuses on the text-based recommendation challenge on the Web. In fact, with the emergence of electronic media and the explosion of news articles\u2019 volumes on the Web, it has become difficult to suggest recommendations that best suit users\u2019 interests and preferences. In this work, we propose a model of recommendation whose main objective is to guide Internet users in the great mass of news on the Web. Indeed, our contributions are based on three main points, namely, (1) the online semantic analysis of news articles based on their textual content, (2) the incremental segmentation of news articles into categories while taking into account the scalability problem and (3) the dynamic nature of the proposed recommendation approach that adapts its suggestions based on the users\u2019 context and behaviors. An experimental study was conducted on a real-world use case in order to validate and evaluate the quality and the scalability of our proposal within a production environment.<\/jats:p>","DOI":"10.1142\/s0219622018500256","type":"journal-article","created":{"date-parts":[[2018,4,30]],"date-time":"2018-04-30T03:23:04Z","timestamp":1525058584000},"page":"1335-1361","source":"Crossref","is-referenced-by-count":3,"title":["A Scalable and Interactive Recommendation Model for Users\u2019 Interests Prediction"],"prefix":"10.1142","volume":"17","author":[{"given":"Mohamed Ramzi","family":"Haddad","sequence":"first","affiliation":[{"name":"Riadi Laboratory, \u00c9cole Nationale des Sciences de l\u2019Informatique, University of Manouba, Campus de la Manouba, La Manouba, 2010, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hajer","family":"Baazaoui","sequence":"additional","affiliation":[{"name":"Riadi Laboratory, \u00c9cole Nationale des Sciences de l\u2019Informatique, University of Manouba, Campus de la Manouba, La Manouba, 2010, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hemza","family":"Ficel","sequence":"additional","affiliation":[{"name":"Riadi Laboratory, \u00c9cole Nationale des Sciences de l\u2019Informatique, University of Manouba, Campus de la Manouba, La Manouba, 2010, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2018,9,30]]},"reference":[{"key":"S0219622018500256BIB001","doi-asserted-by":"publisher","DOI":"10.1145\/138859.138867"},{"key":"S0219622018500256BIB002","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622012500022"},{"key":"S0219622018500256BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2015.01.045"},{"key":"S0219622018500256BIB004","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2005.11.010"},{"key":"S0219622018500256BIB005","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.10.029"},{"key":"S0219622018500256BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.06.032"},{"key":"S0219622018500256BIB008","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2300487"},{"issue":"4","key":"S0219622018500256BIB015","first-page":"8","volume":"3","author":"Vinodhini S.","year":"2014","journal-title":"International Journal of Engineering Research and Technology"},{"key":"S0219622018500256BIB018","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(199601)47:1<70::AID-ASI7>3.0.CO;2-#"},{"key":"S0219622018500256BIB023","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1007\/978-3-662-43585-4_12","volume-title":"Towards the Multilingual Semantic Web","author":"Gerber D.","year":"2014"},{"key":"S0219622018500256BIB027","doi-asserted-by":"publisher","DOI":"10.1007\/s10791-009-9108-x"},{"key":"S0219622018500256BIB028","doi-asserted-by":"publisher","DOI":"10.4301\/S1807-17752014000200011"},{"key":"S0219622018500256BIB031","doi-asserted-by":"publisher","DOI":"10.1504\/IJDMMM.2018.089628"},{"key":"S0219622018500256BIB032","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72079-9_12"},{"key":"S0219622018500256BIB037","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622012500095"},{"key":"S0219622018500256BIB038","doi-asserted-by":"publisher","DOI":"10.1504\/IJMCDM.2014.060427"}],"container-title":["International Journal of Information Technology &amp; Decision Making"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219622018500256","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,2]],"date-time":"2023-09-02T10:03:35Z","timestamp":1693649015000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219622018500256"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,9]]},"references-count":16,"journal-issue":{"issue":"05","published-online":{"date-parts":[[2018,9,30]]},"published-print":{"date-parts":[[2018,9]]}},"alternative-id":["10.1142\/S0219622018500256"],"URL":"https:\/\/doi.org\/10.1142\/s0219622018500256","relation":{},"ISSN":["0219-6220","1793-6845"],"issn-type":[{"value":"0219-6220","type":"print"},{"value":"1793-6845","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,9]]}}}