{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T11:02:48Z","timestamp":1770548568365,"version":"3.49.0"},"reference-count":28,"publisher":"World Scientific Pub Co Pte Ltd","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Coop. Info. Syst."],"published-print":{"date-parts":[[2019,6]]},"abstract":"<jats:p> In this paper, we have studied the impact of customer confusion on the decision-making strategies of Internet service providers (ISP) in the network and telecommunications market. This confusion may come from several factors, e.g. incomplete information on the offer, non-transparent advertising, the ability of the analysis, etc.; but that sure varies over time since yesterday\u2019s customer is no longer today\u2019s. <\/jats:p><jats:p> In this work, we have developed a simple oligopolistic model, using non-cooperative game theory, to formalize the interactions between service providers and end-users by considering that the rationality of customers varies over time. We assessed the impact of the dynamics of consumer confusion on the competition and profitability of service providers who are considered rational and competitive with one another to maximize their respective gains in the face of a confused fraction of consumers while others are not confused. We have shown the existence and uniqueness of the Nash equilibrium. We used the best response dynamic algorithm for learning Nash equilibrium. On the one hand, we have shown that when the number of confused customers is large, the ISP is interested in that and they offer moderately high prices with low quality of service. On the other hand, over time, rationality increases, forcing the ISPs to change their strategies by offering better services so that their demand increases. We also add that when customer behavior changes quickly, the ISPs follow clearer strategies with customer satisfactory services. <\/jats:p>","DOI":"10.1142\/s021884301930002x","type":"journal-article","created":{"date-parts":[[2019,4,14]],"date-time":"2019-04-14T23:51:55Z","timestamp":1555285915000},"page":"1930002","source":"Crossref","is-referenced-by-count":16,"title":["A Customer Confusion Environment in Telecommunication Networks: Analysis and Policy Impact"],"prefix":"10.1142","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4096-8273","authenticated-orcid":false,"given":"Driss","family":"Ait Omar","sequence":"first","affiliation":[{"name":"Information Processing and Decision Support Laboratory, Faculty of Sciences and Technics, Sultan Moulay Slimane University, Beni Mellal, Morocco"}]},{"given":"Hamid","family":"Garmani","sequence":"additional","affiliation":[{"name":"Information Processing and Decision Support Laboratory, Faculty of Sciences and Technics, Sultan Moulay Slimane University, Beni Mellal, Morocco"}]},{"given":"Mohamed","family":"El Amrani","sequence":"additional","affiliation":[{"name":"Information Processing and Decision Support Laboratory, Faculty of Sciences and Technics, Sultan Moulay Slimane University, Beni Mellal, Morocco"}]},{"given":"Mohamed","family":"Baslam","sequence":"additional","affiliation":[{"name":"Information Processing and Decision Support Laboratory, Faculty of Sciences and Technics, Sultan Moulay Slimane University, Beni Mellal, Morocco"}]},{"given":"Mohamed","family":"Fakir","sequence":"additional","affiliation":[{"name":"Information Processing and Decision Support Laboratory, Faculty of Sciences and Technics, Sultan Moulay Slimane University, Beni Mellal, Morocco"}]}],"member":"219","published-online":{"date-parts":[[2019,7,23]]},"reference":[{"key":"S021884301930002XBIB001","first-page":"1","author":"Ait Omar D.","year":"2018","journal-title":"Computing"},{"key":"S021884301930002XBIB002","volume-title":"Theory of games and economic behavior","author":"von Neumann J.","year":"1944"},{"key":"S021884301930002XBIB003","volume-title":"Models of Man: Social and Rational","author":"Simon H. A.","year":"1957"},{"key":"S021884301930002XBIB004","first-page":"1","volume-title":"Diversity, Technology, and Innovation for Operational Competitiveness: Proc. 2013 Int. Conf. Technology Innovation and Industrial Management","author":"Chongwatpol J.","year":"2013"},{"key":"S021884301930002XBIB005","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-59647-1_33"},{"key":"S021884301930002XBIB006","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-017-0885-y"},{"key":"S021884301930002XBIB007","doi-asserted-by":"publisher","DOI":"10.1109\/SARNOF.2017.8080386"},{"key":"S021884301930002XBIB008","doi-asserted-by":"publisher","DOI":"10.1109\/CAMAD.2013.6708098"},{"key":"S021884301930002XBIB009","doi-asserted-by":"publisher","DOI":"10.5772\/54380"},{"key":"S021884301930002XBIB010","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-10-1041-5"},{"key":"S021884301930002XBIB011","volume-title":"Individual Choice Behavior: A Theoretical Analysis.","author":"Luce R. D.","year":"2012"},{"key":"S021884301930002XBIB012","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-62214-9"},{"key":"S021884301930002XBIB013","doi-asserted-by":"publisher","DOI":"10.4108\/valuetools.2012.250410"},{"key":"S021884301930002XBIB014","doi-asserted-by":"publisher","DOI":"10.1109\/AICCSA.2016.7945762"},{"key":"S021884301930002XBIB015","doi-asserted-by":"publisher","DOI":"10.1109\/NGNS.2014.6990253"},{"key":"S021884301930002XBIB016","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2013.090313.120326"},{"key":"S021884301930002XBIB017","doi-asserted-by":"publisher","DOI":"10.1016\/j.jet.2017.06.005"},{"key":"S021884301930002XBIB018","doi-asserted-by":"publisher","DOI":"10.1093\/restud\/rdv017"},{"key":"S021884301930002XBIB019","first-page":"292","volume":"39","author":"Shukla P.","year":"2010","journal-title":"Advances in Consumer Research"},{"key":"S021884301930002XBIB020","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-05529-5_18"},{"key":"S021884301930002XBIB021","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-05529-5_19"},{"key":"S021884301930002XBIB022","volume-title":"Queueing Systems","author":"Kleinrock L.","year":"1975"},{"key":"S021884301930002XBIB023","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-20798-3_6"},{"key":"S021884301930002XBIB024","doi-asserted-by":"publisher","DOI":"10.1007\/s11066-016-9110-6"},{"key":"S021884301930002XBIB025","doi-asserted-by":"publisher","DOI":"10.2307\/1911749"},{"key":"S021884301930002XBIB026","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2009.933496"},{"key":"S021884301930002XBIB027","doi-asserted-by":"publisher","DOI":"10.1016\/j.peva.2017.04.006"},{"key":"S021884301930002XBIB028","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2009.04.003"}],"container-title":["International Journal of Cooperative Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S021884301930002X","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T19:00:01Z","timestamp":1565118001000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S021884301930002X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6]]},"references-count":28,"journal-issue":{"issue":"02","published-online":{"date-parts":[[2019,7,23]]},"published-print":{"date-parts":[[2019,6]]}},"alternative-id":["10.1142\/S021884301930002X"],"URL":"https:\/\/doi.org\/10.1142\/s021884301930002x","relation":{},"ISSN":["0218-8430","1793-6365"],"issn-type":[{"value":"0218-8430","type":"print"},{"value":"1793-6365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,6]]}}}