{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T05:37:50Z","timestamp":1773207470515,"version":"3.50.1"},"reference-count":137,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2020]]},"DOI":"10.1109\/access.2020.3002803","type":"journal-article","created":{"date-parts":[[2020,6,16]],"date-time":"2020-06-16T21:07:06Z","timestamp":1592341626000},"page":"115694-115716","source":"Crossref","is-referenced-by-count":151,"title":["A Systematic Study on the Recommender Systems in the E-Commerce"],"prefix":"10.1109","volume":"8","author":[{"given":"Pegah Malekpour","family":"Alamdari","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5514-5536","authenticated-orcid":false,"given":"Nima Jafari","family":"Navimipour","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1088-4551","authenticated-orcid":false,"given":"Mehdi","family":"Hosseinzadeh","sequence":"additional","affiliation":[]},{"given":"Ali Asghar","family":"Safaei","sequence":"additional","affiliation":[]},{"given":"Aso","family":"Darwesh","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICACSIS.2016.7872772"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-39747-9_18"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2016.10.009"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-016-9628-z"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2812301"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.17705\/1jais.00389"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.19044\/esj.2016.v12n34p75"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1504\/IJAIP.2018.095491"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2015.03.008"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/336992.337035"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2937518"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-85820-3_1"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-017-2720-6"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-017-0583-4"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-017-4447-x"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2929413"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-016-0357-4"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72079-9_9"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2955863"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-59105-6_31"},{"key":"ref25","first-page":"14431","article-title":"Design and development of recommender system for target marketing of higher education institution using EDM","volume":"13","author":"jothilakshmi","year":"2018","journal-title":"Int J Appl Eng Res"},{"key":"ref50","article-title":"Empirical analysis of predictive algorithms for collaborative filtering","author":"breese","year":"0"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/223904.223931"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-019-01354-7"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1145\/1835449.1835486"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/1060745.1060754"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/582415.582418"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511809071"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/1864708.1864721"},{"key":"ref53","article-title":"Direct optimization of ranking measures","author":"le","year":"2007","journal-title":"arXiv 0704 3359"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1145\/1345448.1345459"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/EHB.2013.6707249"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1108\/IMDS-03-2016-0094"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1108\/10662249810231050"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2015.10.036"},{"key":"ref5","first-page":"167","article-title":"The effect of electronic learning systems on the employee’s commitment","volume":"14","author":"zareie","year":"2016","journal-title":"International Journal of Educational Management"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2015.01.001"},{"key":"ref49","first-page":"3","article-title":"A survey of recommender system applied in e-commerce","volume":"1","author":"hui-hong","year":"2004","journal-title":"Appl Res Comput"},{"key":"ref7","first-page":"64","article-title":"A review on search and discovery mechanisms in social networks","volume":"5","author":"sharif","year":"2013","journal-title":"Int J Inf Eng Electron Bus"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1108\/K-08-2015-0221"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2013.02.009"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-77600-0_35"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-018-0928-7"},{"key":"ref47","first-page":"31","article-title":"REBECCA: A trust-based filtering to improve recommendations for B2C e-commerce","author":"rosaci","year":"2007","journal-title":"Proc AsiaSim"},{"key":"ref42","doi-asserted-by":"crossref","first-page":"1487","DOI":"10.3233\/IDA-163209","article-title":"Hybrid recommender systems: A systematic literature review","volume":"21","author":"\u00e7ano","year":"2017","journal-title":"Intell Data Anal"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/3073565"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1108\/02635570210445853"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1287\/isre.12.2.135.9698"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.03.001"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2007.07.024"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1002\/dac.3851"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1108\/K-07-2014-0130"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCNT.2014.6963129"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/BIGCOMP.2014.6741415"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1145\/1186595.1186605"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/MMIT.2008.108"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1108\/K-01-2016-0014"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2017.01.005"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-10-0421-6_4"},{"key":"ref130","first-page":"1766","article-title":"The implementation of knowledge-based recommender system for electronic commerce using java expert system library","volume":"3","author":"chun","year":"2001","journal-title":"Proc IEEE Int Symp Ind Electron (ISIE)"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AEF.6-7.636"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/ICITBS.2015.93"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICACSIS.2016.7872755"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1108\/IJWIS-07-2015-0024"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1109\/IACC.2017.0189"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1145\/1151454.1151530"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.elerap.2018.01.012"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2015.2510659"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-018-0928-7"},{"key":"ref136","doi-asserted-by":"crossref","first-page":"652","DOI":"10.1109\/ACCESS.2014.2332453","article-title":"Toward scalable systems for big data analytics: A technology tutorial","volume":"2","author":"hu","year":"2014","journal-title":"IEEE Access"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.5330"},{"key":"ref137","doi-asserted-by":"publisher","DOI":"10.1108\/K-06-2017-0227"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/1060745.1060754"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.4018\/978-1-5225-5088-4.ch011"},{"key":"ref61","article-title":"A flexible recommendation system for cable TV","author":"gon\u00e7alves","year":"2016","journal-title":"arXiv 1609 02451"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-23751-0_5"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1145\/350391.350432"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1002\/dac.3387"},{"key":"ref66","article-title":"Recommender systems and their security concerns","author":"wang","year":"2015"},{"key":"ref67","doi-asserted-by":"crossref","first-page":"4507e","DOI":"10.1002\/cpe.4507","article-title":"An efficient method for autoencoder-based collaborative filtering","volume":"31","author":"wang","year":"2018","journal-title":"Concurrency Comput Pract Exp"},{"key":"ref68","article-title":"Guidelines for performing systematic literature reviews in software engineering","author":"kitchenham","year":"2007"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1080\/019722497129241"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-016-3800-0"},{"key":"ref1","author":"turban","year":"2002","journal-title":"Electronic Commerce A Managerial Perspective"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1109\/ICMSS.2010.5576688"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/IITSI.2010.108"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1109\/WICOM.2007.892"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AMR.989-994.4506"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSIT.2010.5564681"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1177\/1063293X13493915"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3365587"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/CIT.2016.35"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1023\/A:1021240730564"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE-TW.2016.7520907"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.03.006"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/ICSEC.2013.6694744"},{"key":"ref103","first-page":"180","article-title":"Knowledge-based recommender systems","volume":"69","author":"trewin","year":"2000","journal-title":"Encyclopedia of Library and Information Science"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-85820-3_3"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1109\/WISM.2009.129"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/ICIII.2009.556"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/ICSSSM.2006.320772"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/CCDC.2016.7532169"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-57135-5_13"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/SMC.2013.178"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/IEEM.2015.7385720"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1108\/K-12-2014-0293"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1108\/K-02-2013-0018"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1002\/dac.3808"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1108\/LHT-06-2017-0131"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/245108.245121"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.17010\/ijcs\/2018\/v3\/i5\/138776"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1109\/EEE.2005.8"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2018.8489025"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/ISECS.2008.106"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1145\/2381716.2381837"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.04.197"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/ICMIT.2008.4654411"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1002\/dac.3453"},{"key":"ref84","first-page":"342","article-title":"E-commerce personalized recommendation technology based on expert system","author":"ya","year":"2010","journal-title":"Proc 6th Int Conf Digit Content Multimedia Technol Appl (IDC)"},{"key":"ref119","first-page":"309","article-title":"A framework for e-commerce oriented recommendation systems","author":"weng","year":"2005","journal-title":"Proc Int Conf Act Media Technol (AMT)"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-95651-0_5"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/ICMCS.2011.5945631"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.4098"},{"key":"ref113","doi-asserted-by":"crossref","first-page":"5141e","DOI":"10.1002\/cpe.5141","article-title":"Parallel pairwise learning to rank for collaborative filtering","volume":"31","author":"ya?c?","year":"2019","journal-title":"Concurrency Comput Pract Exp"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1109\/WAC.2014.6935763"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-10-3920-1_28"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2015.2481320"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1109\/ICEE.2010.880"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1177\/0266666914528929"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1145\/2487294.2487328"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1109\/CISE.2009.5363548"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.5815\/ijitcs.2017.08.06"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/SMAP.2009.10"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-07293-7_51"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.2991\/iccasm.2012.43"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.2991\/icsste-15.2015.80"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/8948470\/09118884.pdf?arnumber=9118884","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,2]],"date-time":"2023-10-02T12:42:20Z","timestamp":1696250540000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9118884\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"references-count":137,"URL":"https:\/\/doi.org\/10.1109\/access.2020.3002803","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]}}}