{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,5]],"date-time":"2022-04-05T20:43:15Z","timestamp":1649191395104},"reference-count":13,"publisher":"SAGE Publications","license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"funder":[{"DOI":"10.13039\/501100000780","name":"European Commission","doi-asserted-by":"publisher","award":["313034","20103P34XC","MI01 00042"],"id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["International Journal of Distributed Sensor Networks"],"published-print":{"date-parts":[[2015]]},"abstract":"The Dempster-Shafer (DS) theory of evidence has significant weaknesses when dealing with conflicting information sources, as demonstrated by preeminent mathematicians. This problem may invalidate its effectiveness when it is used to implement decision-making tools that monitor a great number of parameters and metrics. Indeed, in this case, very different estimations are likely to happen and can produce unfair and biased results. In order to solve these flaws, a number of amendments and extensions of the initial DS model have been proposed in literature. In this work, we present a Fraud Detection System that classifies transactions in a Mobile Money Transfer infrastructure by using the data fusion algorithms derived from these new models. We tested it in a simulated environment that closely mimics a real Mobile Money Transfer infrastructure and its actors. Results show substantial improvements of the performance in terms of true positive and false positive rates with respect to the classical DS theory.<\/jats:p>","DOI":"10.1155\/2015\/980629","type":"journal-article","created":{"date-parts":[[2015,10,26]],"date-time":"2015-10-26T17:03:57Z","timestamp":1445879037000},"page":"1-16","source":"Crossref","is-referenced-by-count":2,"title":["Applying Extensions of Evidence Theory to Detect Frauds in Financial Infrastructures"],"prefix":"10.1177","volume":"2015","author":[{"ORCID":"http:\/\/orcid.org\/0000-0002-2079-8713","authenticated-orcid":true,"given":"Luigi","family":"Coppolino","sequence":"first","affiliation":[]},{"given":"Salvatore","family":"D\u2019Antonio","sequence":"additional","affiliation":[]},{"given":"Valerio","family":"Formicola","sequence":"additional","affiliation":[]},{"given":"Luigi","family":"Romano","sequence":"additional","affiliation":[]}],"member":"179","reference":[{"issue":"2","key":"16","volume":"5","year":"2011","journal-title":"Journal of Payments Strategy & Systems"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10422-5_48"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1111\/j.1835-2561.2011.00135.x"},{"key":"20","volume":"4015","year":"2002"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1016\/0951-8320(92)90090-8"},{"key":"9","first-page":"3","volume-title":"Proportional conflict redistribution rules for information fusion","volume":"2","year":"2006"},{"key":"21","year":"2004"},{"key":"15","first-page":"69","volume-title":"A new generalization of the proportional conict redistribution rule stable in terms of decision","volume":"2","year":"2006"},{"key":"7","series-title":"Collected Works","first-page":"185","volume-title":"Definition of evidence fusion rules based on referee functions","volume":"3","year":"2009"},{"key":"2","year":"2012"},{"key":"17","first-page":"446","volume-title":"Use of dempster-shafer theory and bayesian inferencing for fraud detection in mobile communication networks","year":"2007"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1109\/mic.2005.123"},{"key":"1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-33065-0_27"}],"container-title":["International Journal of Distributed Sensor Networks"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/ijdsn\/2015\/980629.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/ijdsn\/2015\/980629.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/journals.sagepub.com\/doi\/pdf\/10.1155\/2015\/980629","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,11,3]],"date-time":"2017-11-03T07:53:06Z","timestamp":1509695586000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/ijdsn\/2015\/980629\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"references-count":13,"alternative-id":["980629","980629"],"URL":"https:\/\/doi.org\/10.1155\/2015\/980629","relation":{},"ISSN":["1550-1329","1550-1477"],"issn-type":[{"value":"1550-1329","type":"print"},{"value":"1550-1477","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]}}}
