{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T07:04:23Z","timestamp":1777705463226,"version":"3.51.4"},"reference-count":22,"publisher":"SAGE Publications","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,12,31]]},"abstract":"<jats:p>Companies started to determine their strategies based on intelligent data analysis due to stagey enhance data production. Literature reviews show that the number of resources where demand estimation, location analysis, and decision-making technique applied together with the machine learning method is low in all sectors and almost none in the shopping mall domain. Within this study\u2019s scope, a new hybrid fuzzy prediction method has been developed that will estimate the customer numbers for shopping malls. This new methodology is applied to predict the number of visitors of three shopping malls on the Anatolian side of Istanbul. The forecasting study for corresponding shopping malls is made by using the daily signaling data from indoor base stations of large-scale technology and telecommunications services provider and the features to be used in machine learning models is determined by fuzzy multi criteria decision making method. Output revealed by the application of the fuzzy multi criteria decision making method enables the prioritization of features.<\/jats:p>","DOI":"10.3233\/jifs-219175","type":"journal-article","created":{"date-parts":[[2021,6,30]],"date-time":"2021-06-30T05:35:26Z","timestamp":1625031326000},"page":"63-76","source":"Crossref","is-referenced-by-count":2,"title":["Estimating shopping center visitor numbers based on a new hybrid fuzzy prediction method"],"prefix":"10.1177","volume":"42","author":[{"given":"Cagatay","family":"Ozdemir","sequence":"first","affiliation":[{"name":"Industrial Engineering Department, ITU \u0130stanbul, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sezi Cevik","family":"Onar","sequence":"additional","affiliation":[{"name":"Industrial Engineering Department, ITU \u0130stanbul, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Selami","family":"Bagriyanik","sequence":"additional","affiliation":[{"name":"Software Engineering Department, Nisantasi University \u0130stanbul, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cengiz","family":"Kahraman","sequence":"additional","affiliation":[{"name":"Industrial Engineering Department, ITU \u0130stanbul, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Burak Zafer","family":"Akalin","sequence":"additional","affiliation":[{"name":"Digital Business Services, Turkcell, \u0130stanbul, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ba\u015far","family":"\u00d6ztay\u015fi","sequence":"additional","affiliation":[{"name":"Industrial Engineering Department, ITU \u0130stanbul, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"7","key":"10.3233\/JIFS-219175_ref1","doi-asserted-by":"crossref","first-page":"735","DOI":"10.1016\/j.jbusres.2009.05.009","article-title":"How can shopping mall management best capture mall image","volume":"63","author":"Chebat","year":"2010","journal-title":"Journal of Business Research"},{"key":"10.3233\/JIFS-219175_ref2","unstructured":"\u015eekerkaya A. and Cengiz E. , Kadin t\u00fcketicilerinali\u015fveri\u015f merkezi tercihlerinin belirlenmesi ve bir pilotara\u015ftirmasi, \u00d6neri, 9(34) (2010), 41\u201355."},{"issue":"7","key":"10.3233\/JIFS-219175_ref3","doi-asserted-by":"crossref","first-page":"856","DOI":"10.1016\/j.jbusres.2011.06.011","article-title":"Shopping well-being at the mall: Construct, antecedents, and consequences","volume":"66","author":"Hedhli","year":"2013","journal-title":"Journal of Business Research"},{"issue":"2","key":"10.3233\/JIFS-219175_ref4","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1108\/14714170510815195","article-title":"The analytic network process (ANP) approach to location selection: A shopping mall illustration","volume":"5","author":"Cheng","year":"2005","journal-title":"Construction Innovation"},{"issue":"17","key":"10.3233\/JIFS-219175_ref5","doi-asserted-by":"crossref","first-page":"7111","DOI":"10.1016\/j.eswa.2013.06.040","article-title":"Decision-making on business issues with foresight perspective; 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