{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T10:21:18Z","timestamp":1777890078783,"version":"3.51.4"},"reference-count":31,"publisher":"SAGE Publications","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["MGS"],"published-print":{"date-parts":[[2017,4,12]]},"DOI":"10.3233\/mgs-170260","type":"journal-article","created":{"date-parts":[[2017,4,18]],"date-time":"2017-04-18T17:20:24Z","timestamp":1492536024000},"page":"31-45","source":"Crossref","is-referenced-by-count":11,"title":["Multi-agent modelling of decision support systems based on visual data mining"],"prefix":"10.1177","volume":"13","author":[{"given":"Hamdi","family":"Ellouzi","sequence":"first","affiliation":[{"name":"REsearch Groups on Intelligent Machines, National School of Engineers, University of Sfax, Sfax, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hela","family":"Ltifi","sequence":"additional","affiliation":[{"name":"REGIM and the Computer Sciences and Mathematics Department, Faculty of Sciences and Techniques of Sidi Bouzid, University of Kairouan, Kairouan, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mounir","family":"Ben Ayed","sequence":"additional","affiliation":[{"name":"REGIM and the Computer Sciences and Communication Department, Faculty of Sciences of Sfax, University of Sfax, Sfax, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"1","key":"10.3233\/MGS-170260_ref1","first-page":"22","article-title":"Dynamic decision support system based on bayesian networks, application to fight against the nosocomial infections","volume":"1","author":"Ltifi","year":"2012","journal-title":"International Journal of Advanced Research in Artificial Intelligence (IJARAI)"},{"issue":"1","key":"10.3233\/MGS-170260_ref2","first-page":"19","article-title":"Clustering techniques in data mining-A survey","volume":"47","author":"Rajesh","year":"2001","journal-title":"IETE Journal of Research"},{"issue":"1","key":"10.3233\/MGS-170260_ref3","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/2945.981847","article-title":"Information visualization and visual data mining","volume":"8","author":"Keim","year":"2002","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"issue":"1","key":"10.3233\/MGS-170260_ref4","first-page":"1","article-title":"Interactive visual KDD based temporal decision support system","volume":"14","author":"Ltifi","year":"2015","journal-title":"Information Visualization"},{"key":"10.3233\/MGS-170260_ref5","doi-asserted-by":"crossref","unstructured":"Ben Mohamed E., Ltifi H. and Ben Ayed M., Using visualization techniques in knowledge discovery process for decision-making, The 13th International Conference on Hybrid Intelligent Systems, Tunisia, (4-6 Dec 2013), 94-99.","DOI":"10.1109\/HIS.2013.6920462"},{"key":"10.3233\/MGS-170260_ref6","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1145\/342251.342270","article-title":"V. application of intelligent agent technology for managerial data analysis and mining","volume":"30","author":"Bose","year":"1999","journal-title":"Data Base"},{"key":"10.3233\/MGS-170260_ref7","first-page":"45","volume-title":"Agent-based support for mobile users using agentspeak (L)","author":"Rahwan","year":"2004"},{"key":"10.3233\/MGS-170260_ref8","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.dss.2015.07.003","article-title":"Combination of cognitive and HCI modeling for the design of KDD-based DSS used in dynamic situations","volume":"78","author":"Ltifi","year":"2015","journal-title":"Decision Support Systems"},{"key":"10.3233\/MGS-170260_ref9","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/S0167-9236(01)00131-2","article-title":"Dssalm: A decision support system for asset and liability management","volume":"33","author":"Moynihan","year":"2002","journal-title":"Decision Support Systems"},{"issue":"3","key":"10.3233\/MGS-170260_ref10","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1016\/0196-6553(88)90053-3","article-title":"CDC definitions for nosocomial infections","volume":"16","author":"Garner","year":"1988","journal-title":"American Journal of Infection Control"},{"key":"10.3233\/MGS-170260_ref11","first-page":"2011","volume-title":"Data mining: Concepts and techniques","author":"Han"},{"key":"10.3233\/MGS-170260_ref12","first-page":"37","article-title":"Recogntion decision-making model using temporal data mining technique","volume":"4","author":"Norwawi","year":"2005","journal-title":"Journal of ICT"},{"issue":"3-4","key":"10.3233\/MGS-170260_ref13","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1080\/03772063.2002.11416287","article-title":"User-tailored 3D visualization of multimedia data","volume":"48","author":"Saulnier","year":"2002","journal-title":"IETE Journal of Research"},{"key":"10.3233\/MGS-170260_ref14","doi-asserted-by":"crossref","unstructured":"Munaga H., Ieronutti L. and Chittaro L., CAST: A novel trajectory clustering and visualization tool for spatio-temporal data, Proceedings of the First International Conference on Intelligent Human Computer Interaction, Allahabad, India, (20-23 Jan 2009), 169-175.","DOI":"10.1007\/978-81-8489-203-1_15"},{"issue":"3","key":"10.3233\/MGS-170260_ref15","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1016\/j.cmpb.2013.01.007","article-title":"A new surveillance and spatio-temporal visualization tool SIMID: SIMulation of infectious diseases using random networks and GIS","volume":"110","author":"Ram\u00edrez-Ram\u00edrez","year":"2013","journal-title":"Computer Methods and Programs in Biomedicine"},{"key":"10.3233\/MGS-170260_ref16","first-page":"301","article-title":"Using visual analytics to support decision making to solve the kronos incident","author":"Fischer","year":"2014","journal-title":"VAST Challenge 2014 - Honorable Mention for Effective Analytic Presentation"},{"key":"10.3233\/MGS-170260_ref17","first-page":"1118","article-title":"An integrated in-situ approach to impacts from natural disasters on critical infrastructures","author":"Mittelst\u00e4dt","journal-title":"IEEE 48th Annual Hawaii International Conference on System Sciences"},{"key":"10.3233\/MGS-170260_ref18","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.cogsys.2004.03.003","article-title":"Interface agents personalizing web-based tasks","volume":"5","author":"Godoy","year":"2004","journal-title":"Cognitive Systems Research"},{"key":"10.3233\/MGS-170260_ref19","doi-asserted-by":"crossref","unstructured":"Barley M. and Kasabov N., Intelligent agents and multi-agent systems, 7th pacific rim international workshop on multi-agents, New Zealand, (8-13 Aug 2004), Revised Selected Papers, Springer, 2005.","DOI":"10.1007\/b107183"},{"issue":"3","key":"10.3233\/MGS-170260_ref20","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1016\/j.dss.2012.02.013","article-title":"Design and evaluation of a simulation game to introduce a multi-agent system for barge handling in a seaport","volume":"53","author":"Doumaa","year":"2012","journal-title":"Decision Support Systems"},{"key":"10.3233\/MGS-170260_ref21","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1016\/j.future.2014.02.002","article-title":"Computing agents for decision support systems","volume":"37","author":"Krzywicki","year":"2014","journal-title":"Future Generation Computer Systems"},{"issue":"1","key":"10.3233\/MGS-170260_ref22","doi-asserted-by":"crossref","first-page":"51","DOI":"10.7763\/IJMLC.2015.V5.482","article-title":"A multi agent system for hospital organization","volume":"5","author":"Jemal","year":"2015","journal-title":"International Journal of Machine Learning and Computing"},{"key":"10.3233\/MGS-170260_ref23","doi-asserted-by":"crossref","first-page":"4284","DOI":"10.1016\/j.eswa.2015.01.028","article-title":"Self-adaptive support vector machine: A multi-agent optimization perspective","volume":"42","author":"Couellan","year":"2015","journal-title":"Expert Systems with Applications"},{"key":"10.3233\/MGS-170260_ref24","volume-title":"Building effective decision support systems","author":"Sprague","year":"1982"},{"key":"10.3233\/MGS-170260_ref25","unstructured":"Balke W.T., A roadmap to personalized information systems by cognitive expansion of queries, in: Proc of the EnCKompass Workshop (2002), 123-125."},{"key":"10.3233\/MGS-170260_ref26","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/S0888-613X(00)00067-0","article-title":"Constant-space reasoning in dynamic bayesian networks","volume":"26","author":"Darwich","year":"2001","journal-title":"International Journal of Approximate Reasoning"},{"key":"10.3233\/MGS-170260_ref27","doi-asserted-by":"crossref","DOI":"10.1016\/B978-0-08-052029-2.50007-3","volume-title":"Usability Engineering","author":"Nielsen","year":"1993"},{"issue":"4","key":"10.3233\/MGS-170260_ref28","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1145\/503112.503114","article-title":"The state of the art in automating usability evaluation of user interfaces","volume":"33","author":"Ivory","year":"2001","journal-title":"ACM Computing Surveys"},{"issue":"2","key":"10.3233\/MGS-170260_ref30","doi-asserted-by":"crossref","first-page":"953","DOI":"10.1016\/j.dss.2012.09.018","article-title":"Factors influencing decision support system acceptance","volume":"54","author":"Shibl","year":"2013","journal-title":"Decision Support Systems"},{"key":"10.3233\/MGS-170260_ref31","first-page":"10","article-title":"Evaluating usability of information visualization techniques","author":"Dal Sasso Freitas","year":"2002","journal-title":"5th Symposium on Human Factors in Computer Systems"},{"issue":"13","key":"10.3233\/MGS-170260_ref32","doi-asserted-by":"crossref","first-page":"2223","DOI":"10.1517\/14656566.9.13.2223","article-title":"Safety, simplicity and convenience of a modified prefilled insulin pen","volume":"9","author":"Sommavilla","year":"2008","journal-title":"Expert Opinion on Pharmacotherapy"}],"container-title":["Multiagent and Grid Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/MGS-170260","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T05:26:11Z","timestamp":1777613171000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/MGS-170260"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,4,12]]},"references-count":31,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/mgs-170260","relation":{},"ISSN":["1574-1702","1875-9076"],"issn-type":[{"value":"1574-1702","type":"print"},{"value":"1875-9076","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,4,12]]}}}