{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T01:40:59Z","timestamp":1787017259246,"version":"build-2736575974"},"reference-count":56,"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":[[2014,9]]},"abstract":"<jats:p>Stochastic multi-criteria acceptability analysis (SMAA-2) and the technique for order preference by similarity to ideal solution (TOPSIS) are methods for evaluating alternatives with multiple criteria. SMAA is a method that is used for solving multi-criteria decision-making problems with uncertain, inaccurate information, and does not require preference information from the decision makers. The TOPSIS method is based on the principle of determining a solution with the shortest distance to the ideal solution and the greatest distance from the negative-ideal solution. This paper proposes a new method, SMAA-TOPSIS, by combining the SMAA and TOPSIS methods. The SMAA-TOPSIS method was executed for two problems: drug benefit-risk analysis and machine gun selection. This paper found that TOPSIS could be used with uncertain and arbitrarily distributed values for weights and criteria measurements by using a combination of SMAA and TOPSIS. Also, we obtained clearer and consistent SMAA outputs.<\/jats:p>","DOI":"10.1142\/s0219622014500175","type":"journal-article","created":{"date-parts":[[2013,12,22]],"date-time":"2013-12-22T21:16:44Z","timestamp":1387747004000},"page":"957-978","source":"Crossref","is-referenced-by-count":47,"title":["A Method Based on SMAA-Topsis for Stochastic Multi-Criteria Decision Making and a Real-World Application"],"prefix":"10.1142","volume":"13","author":[{"given":"Deniz","family":"Okul","sequence":"first","affiliation":[{"name":"Department of Operations Research, Defence Science Institute, Turkish Military Academy, Bakanl\u0131klar\/Ankara, 06120, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cevriye","family":"Gencer","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, Faculty of Engineering, Gazi University, Maltepe\/Ankara, 06570, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Emel Kizilkaya","family":"Aydogan","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, Faculty of Engineering, Erciyes University, Melikgazi\/Kayseri, 38039, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"219","published-online":{"date-parts":[[2014,9,4]]},"reference":[{"key":"rf1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-48318-9"},{"key":"rf2","volume-title":"The Analytic Hierarchy Process","author":"Saaty T. L.","year":"1980"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(97)00163-X"},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1002\/nav.3800250208"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1016\/0377-2217(86)90156-6"},{"key":"rf7","doi-asserted-by":"publisher","DOI":"10.1007\/b100605"},{"key":"rf8","doi-asserted-by":"publisher","DOI":"10.1287\/opre.49.3.444.11220"},{"key":"rf9","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1099-1360(199809)7:5<273::AID-MCDA198>3.0.CO;2-1"},{"key":"rf10","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2004.01.030"},{"key":"rf11","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4020-5802-8_15"},{"key":"rf12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2004.07.040"},{"key":"rf13","doi-asserted-by":"publisher","DOI":"10.1016\/0377-2217(78)90138-8"},{"key":"rf14","doi-asserted-by":"publisher","DOI":"10.1016\/S0038-0121(98)00007-X"},{"key":"rf15","doi-asserted-by":"publisher","DOI":"10.1006\/jema.2000.0389"},{"key":"rf16","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(01)00303-4"},{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1002\/mcda.341"},{"key":"rf18","doi-asserted-by":"crossref","first-page":"928","DOI":"10.1093\/forestscience\/49.6.928","volume":"49","author":"Kangas J.","year":"2003","journal-title":"Forest Science"},{"key":"rf19","doi-asserted-by":"publisher","DOI":"10.1016\/j.forpol.2005.03.012"},{"key":"rf20","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2006.04.017"},{"key":"rf21","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2007.09.008"},{"key":"rf22","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-48318-9"},{"key":"rf23","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(97)00377-1"},{"key":"rf24","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2005.09.040"},{"key":"rf25","doi-asserted-by":"publisher","DOI":"10.1111\/j.0965-075X.2003.00252.x"},{"key":"rf26","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(97)00147-1"},{"key":"rf27","first-page":"1","volume":"18","author":"Yurdakul M.","year":"2003","journal-title":"Gazi \u00dcniversitesi M\u00fchendislik Mimarl\u0131k Fak\u00fcltesi Dergisi"},{"key":"rf28","doi-asserted-by":"publisher","DOI":"10.1080\/00207540210146062"},{"key":"rf29","doi-asserted-by":"publisher","DOI":"10.1016\/0377-2217(94)90282-8"},{"key":"rf30","doi-asserted-by":"publisher","DOI":"10.1080\/00207549108948036"},{"key":"rf31","doi-asserted-by":"publisher","DOI":"10.1016\/0305-0548(93)90109-V"},{"key":"rf32","doi-asserted-by":"publisher","DOI":"10.1080\/095372898234415"},{"key":"rf33","doi-asserted-by":"publisher","DOI":"10.1016\/S0261-5177(01)00050-4"},{"key":"rf34","doi-asserted-by":"publisher","DOI":"10.1007\/s001700300033"},{"key":"rf36","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2007.02.012"},{"key":"rf37","first-page":"171","volume":"20","author":"Yurdakul M.","year":"2003","journal-title":"Gazi \u00dcniversitesi M\u00fchendislik Mimarl\u0131k Fak\u00fcltesi Dergisi"},{"key":"rf38","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2004.02.010"},{"key":"rf39","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2006.06.082"},{"key":"rf40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2007.03.003"},{"key":"rf41","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.07.119"},{"key":"rf42","doi-asserted-by":"publisher","DOI":"10.1016\/j.apm.2010.11.001"},{"key":"rf43","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2010.06.015"},{"key":"rf44","first-page":"13588","volume":"38","author":"Tavana M.","year":"2011","journal-title":"Expert Systems with Applications"},{"key":"rf45","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.01.139"},{"key":"rf46","doi-asserted-by":"publisher","DOI":"10.1007\/s001700200227"},{"key":"rf47","doi-asserted-by":"publisher","DOI":"10.1002\/qre.528"},{"key":"rf48","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1099-1638(199701)13:1<25::AID-QRE59>3.0.CO;2-B"},{"key":"rf49","doi-asserted-by":"publisher","DOI":"10.1016\/j.matcom.2004.09.004"},{"key":"rf50","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2010.09.081"},{"key":"rf51","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.08.162"},{"key":"rf52","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2010.08.125"},{"key":"rf53","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2011.04.019"},{"key":"rf54","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(02)00267-9"},{"key":"rf55","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpowsour.2005.12.092"},{"key":"rf56","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-5273(97)00014-5"},{"key":"rf57","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(03)00020-1"},{"key":"rf58","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2005.12.037"}],"container-title":["International Journal of Information Technology &amp; Decision Making"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219622014500175","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,21]],"date-time":"2024-05-21T22:01:18Z","timestamp":1716328878000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219622014500175"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,9]]},"references-count":56,"journal-issue":{"issue":"05","published-online":{"date-parts":[[2014,9,4]]},"published-print":{"date-parts":[[2014,9]]}},"alternative-id":["10.1142\/S0219622014500175"],"URL":"https:\/\/doi.org\/10.1142\/s0219622014500175","relation":{},"ISSN":["0219-6220","1793-6845"],"issn-type":[{"value":"0219-6220","type":"print"},{"value":"1793-6845","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,9]]}}}