{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,3,22]],"date-time":"2023-03-22T22:29:47Z","timestamp":1679524187663},"reference-count":59,"publisher":"IGI Global","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012,10,1]]},"abstract":"<p>Since Lunh first used the term Business Intelligence (BI) in 1958, major transformations happened in the field of information systems and technologies, especially in the area of decision support systems. BI systems are widely used in organizations and their importance is recognized. These systems present themselves as essential parts of a complete knowledge of business and an irreplaceable tool in the support to decision making. The dissemination of data mining (DM) tools is increasing in the BI field, as well as the acknowledgment of the relevance of its usage in enterprise BI systems. BI tools are friendly, iterative, and interactive, allowing business users an easy access. The user can manipulate directly data, having the ability to extract all the value contained into that business data. Problems noted in the use of DM in the field of BI is related to the fact that DM models are complex in order to be directly manipulated by business users, not including BI tools. The nonexistence of BI tools allowing business users the direct manipulation of DM models was identified as the problem. More of these issues, possible solutions and conclusions are presented in this article.<\/p>","DOI":"10.4018\/jbir.2012100102","type":"journal-article","created":{"date-parts":[[2013,2,1]],"date-time":"2013-02-01T19:03:23Z","timestamp":1359745403000},"page":"14-53","source":"Crossref","is-referenced-by-count":12,"title":["Closing the Gap between Data Mining and Business Users of Business Intelligence Systems"],"prefix":"10.4018","volume":"3","author":[{"given":"Ana","family":"Azevedo","sequence":"first","affiliation":[{"name":"Instituto Superior de Contabilidade e Administra\u00e7\u00e3o do Instituto Polit\u00e9cnico do Porto, Porto, Portugal"}]},{"given":"Manuel Filipe","family":"Santos","sequence":"additional","affiliation":[{"name":"Departamento de Sistemas de Informa\u00e7\u00e3o, University of Minho, Guimar\u00e3es, Portugal"}]}],"member":"2432","reference":[{"issue":"4","key":"jbir.2012100102-0","doi-asserted-by":"crossref","first-page":"811","DOI":"10.2307\/25148873","article-title":"Cybergate: A design framework and system for text analysis of computer-mediated communication.","volume":"32","author":"A.Abbasi","year":"2008","journal-title":"Management Information Systems Quarterly"},{"issue":"4","key":"jbir.2012100102-1","doi-asserted-by":"crossref","first-page":"779","DOI":"10.2307\/25148872","article-title":"Making sense of technology trends in the information technology landscape: A design science approach.","volume":"32","author":"G.Adomavicius","year":"2008","journal-title":"Management Information Systems Quarterly"},{"key":"jbir.2012100102-2","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2007.09.003"},{"key":"jbir.2012100102-3","unstructured":"Azevedo, A., & Santos, M. F. (2009). An architecture for an effective usage of data mining in business intelligence systems. In Proceedings of the 13th IBIMA Conference Knowledge Management and Innovation in Advancing Economies: Analyses & Solutions, Marrakech, Morocco (1319-1325)."},{"key":"jbir.2012100102-4","first-page":"109","article-title":"A perspective on data mining integration with business intelligence","author":"A.Azevedo","year":"2011","journal-title":"Knowledge discovery practices and emerging applications of data mining: Trends and new domains"},{"key":"jbir.2012100102-5","doi-asserted-by":"crossref","unstructured":"Bonchi, F., Giannotti, F., Lucchesse, C., Orlando, S., Perego, R., & Trasarti, R. (2007). On interactive pattern mining from relational databases. In S. Dzeroski & J. Struyf (Eds.), Proceedings of the 5th International Workshop on Knowledge Discovery in Inductive Databases (LNCS 4747, pp. 42-62).","DOI":"10.1007\/978-3-540-75549-4_4"},{"key":"jbir.2012100102-6","first-page":"37","article-title":"The process of knowledge discovery in databases","author":"R. J.Brachman","year":"1996","journal-title":"Advances in knowledge discovery and data mining"},{"key":"jbir.2012100102-7","doi-asserted-by":"publisher","DOI":"10.1145\/1276301.1276306"},{"key":"jbir.2012100102-8","unstructured":"Carlsson, S. A. (2006). Towards an information systems design research framework: A critical realist perspective. In Proceedings of the First International Conference on Design Science in Information Systems and Technology (pp. 192-212)."},{"issue":"3","key":"jbir.2012100102-9","doi-asserted-by":"crossref","first-page":"579","DOI":"10.2307\/25148808","article-title":"The dynamic structure of management support systems: Theory development, research, focus, and direction.","volume":"31","author":"T. D.Clark","year":"2007","journal-title":"Management Information Systems Quarterly"},{"key":"jbir.2012100102-10","doi-asserted-by":"publisher","DOI":"10.1145\/362384.362685"},{"key":"jbir.2012100102-11","doi-asserted-by":"publisher","DOI":"10.1145\/358396.358400"},{"key":"jbir.2012100102-12","author":"C. J.Date","year":"2004","journal-title":"An introduction to database systems"},{"key":"jbir.2012100102-13","doi-asserted-by":"publisher","DOI":"10.4018\/jbir.2010071701"},{"key":"jbir.2012100102-14","doi-asserted-by":"crossref","unstructured":"De Raedt, L. (2002). Data mining as constraint logic programming. In A. C. Kakas & F. Sadri (Eds.), Proceedings of Conference on Computational Logic: Logic Programming and Beyond - Essays in Honour of Robert A. Kowalski - Part II (LNCS 2408, pp. 526-547).","DOI":"10.1007\/3-540-45632-5_20"},{"key":"jbir.2012100102-15","doi-asserted-by":"publisher","DOI":"10.1145\/772862.772871"},{"key":"jbir.2012100102-16","doi-asserted-by":"crossref","unstructured":"Dzeroski, S. (2007). Towards a general framework for data mining. In S. Dzeroski & J. Struyf (Eds.), Proceedings of the 5th International Workshop on Knowledge Discovery in Inductive Databases (LNCS 4747, pp. 259-300).","DOI":"10.1007\/978-3-540-75549-4_16"},{"key":"jbir.2012100102-17","author":"R.Elmasri","year":"2007","journal-title":"Fundamentals of database systems"},{"key":"jbir.2012100102-18","first-page":"1","article-title":"From data mining to knowledge discovery: an overview","author":"U. M.Fayyad","year":"1996","journal-title":"Advances in knowledge discovery and data mining"},{"key":"jbir.2012100102-19","first-page":"611","author":"F. X.Ferreira","year":"2009","journal-title":"A query by example approach for XML querying. In 4"},{"key":"jbir.2012100102-20","doi-asserted-by":"crossref","unstructured":"Golfarelli, M., Rizzi, S., & Cella, I. (2004). Beyond data warehousing: What\u2019s next in business intelligence. In Proceedings of the 7th ACM International Workshop on Data Warehousing and OLAP (pp. 1-6).","DOI":"10.1145\/1031763.1031765"},{"key":"jbir.2012100102-21","unstructured":"Han, J., Fu, Y., Wang, W., Koperski, K., & Zaiane, O. (1996). DMQL: A data mining query language for relational databases. In Proceedings of the SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery (pp. 27-34)."},{"key":"jbir.2012100102-22","author":"J.Han","year":"2006","journal-title":"Data mining: Concepts and techniques"},{"issue":"2","key":"jbir.2012100102-23","first-page":"593","article-title":"Business intelligence empirical study on the top 50 Finnish companies.","volume":"2","author":"M.Hannula","year":"2003","journal-title":"Journal of American Academy of Business"},{"key":"jbir.2012100102-24","first-page":"1","article-title":"Design research in information systems: Theory and practice","volume":"Vol. 22","author":"A. R.Hevner","year":"2010","journal-title":"Integrated Series in information systems"},{"issue":"1","key":"jbir.2012100102-25","doi-asserted-by":"crossref","first-page":"75","DOI":"10.2307\/25148625","article-title":"Design science research in information systems research.","volume":"28","author":"A. R.Hevner","year":"2004","journal-title":"Management Information Systems Quarterly"},{"key":"jbir.2012100102-26","first-page":"13","article-title":"Information systems epistemology: An historical perspective","author":"R. A.Hirschheim","year":"1985","journal-title":"Research methods in information systems"},{"issue":"1","key":"jbir.2012100102-27","first-page":"26","article-title":"9 hottest skills for '09.","volume":"1","author":"T.Hoffman","year":"2009","journal-title":"Computerworld"},{"key":"jbir.2012100102-28","doi-asserted-by":"publisher","DOI":"10.1145\/240455.240472"},{"key":"jbir.2012100102-29","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009816913055"},{"key":"jbir.2012100102-30","author":"R.Kimball","year":"2002","journal-title":"The data warehouse toolkit - The complete guide to dimensional modeling"},{"key":"jbir.2012100102-31","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-007-0067-9"},{"issue":"4","key":"jbir.2012100102-32","doi-asserted-by":"crossref","first-page":"757","DOI":"10.2307\/25148871","article-title":"Process grammar as a tool for business process design.","volume":"32","author":"J.Lee","year":"2008","journal-title":"Management Information Systems Quarterly"},{"issue":"3","key":"jbir.2012100102-33","first-page":"20","article-title":"Survival data mining using relational databases.","volume":"13","author":"G. S.Linoff","year":"2008","journal-title":"Business Intelligence Journal"},{"key":"jbir.2012100102-34","unstructured":"Malerba, D., Appice, A., & Vacca, N. (2002). SDMOQL: An OQL-based data mining query language for map interpretation tasks. In Proceedings of the EDBT Workshop on \u2018Database Technologies for Data Mining (pp. 3-18)."},{"key":"jbir.2012100102-35","doi-asserted-by":"publisher","DOI":"10.1016\/0167-9236(94)00041-2"},{"issue":"4","key":"jbir.2012100102-36","doi-asserted-by":"crossref","first-page":"725","DOI":"10.2307\/25148869","article-title":"Design science in the information systems discipline: An introduction to the special issue on design science research.","volume":"32","author":"S. T.March","year":"2008","journal-title":"Management Information Systems Quarterly"},{"key":"jbir.2012100102-37","unstructured":"McKay, J., & Marshall, P. (2005). A review of design science in information systems. In Proceedings of the 16th Australasian Conference on Information Systems (pp. 1-11)."},{"key":"jbir.2012100102-38","unstructured":"McKnight, W. (2002, November). Bringing data mining to the front line, part 1. Information Management Magazine. Retrieved July, 16, 2009, from http:\/\/www.information-management.com\/issues\/20021101\/5980-1.html"},{"key":"jbir.2012100102-39","unstructured":"McKnight, W. (2003, November). Bringing data mining to the front line, part 2. Information Management Magazine. Retrieved July, 16, 2009, from http:\/\/www.information-management.com\/issues\/20021101\/5980-1.html"},{"key":"jbir.2012100102-40","doi-asserted-by":"crossref","unstructured":"Meo, R., & Psaila, G. (2006). An XML-based database for knowledge discovery. In T. Grust, H. H\u00f6pfner, A. Illarramendi, S. Jablonski, M. Mesiti, S. M\u00fcller, et al. (Eds.), Proceedings of the International Conference on Current Trends in Database Technology (LNCS 4254, pp. 814-828).","DOI":"10.1007\/11896548_61"},{"key":"jbir.2012100102-41","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009774406717"},{"issue":"1","key":"jbir.2012100102-42","first-page":"177","article-title":"Business intelligence.","volume":"13","author":"S.Negash","year":"2004","journal-title":"Communications of the Association for Information Systems"},{"key":"jbir.2012100102-43","doi-asserted-by":"publisher","DOI":"10.1006\/jvlc.1995.1004"},{"issue":"4","key":"jbir.2012100102-44","doi-asserted-by":"crossref","first-page":"839","DOI":"10.2307\/25148874","article-title":"Using cognitive principles to guide classification in information systems modeling.","volume":"32","author":"J.Parsons","year":"2008","journal-title":"Management Information Systems Quarterly"},{"key":"jbir.2012100102-45","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-006-0058-2"},{"issue":"4","key":"jbir.2012100102-46","doi-asserted-by":"crossref","first-page":"731","DOI":"10.2307\/25148870","article-title":"The design theory nexus.","volume":"32","author":"J.Pries-Heje","year":"2008","journal-title":"Management Information Systems Quarterly"},{"key":"jbir.2012100102-47","unstructured":"Richardson, J., Schlegel, K., & Hostmann, B. (2009). Magic quadrant for business intelligence platforms (Core Research Note G00163529). Stamford, CT: Gartner."},{"key":"jbir.2012100102-48","unstructured":"Richardson, J., Schlegel, K., Hostmann, B., & McMurchy, N. (2008). Magic quadrant for business intelligence platforms (Core Research Note G00154227). Stamford, CT: Gartner."},{"key":"jbir.2012100102-49","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2005.04.007"},{"key":"jbir.2012100102-50","unstructured":"Sallam, R., Hostman, B., Richardson, J., & Bitterer, A. (2010). Magic quadrant for business intelligence platforms (Core Research Note G00173700). Stamford, CT: Gartner."},{"key":"jbir.2012100102-51","author":"H. A.Simon","year":"1981","journal-title":"The sciences of the artificial"},{"key":"jbir.2012100102-52","author":"E.Turban","year":"2007","journal-title":"Decision support and business intelligence systems"},{"key":"jbir.2012100102-53","author":"E.Turban","year":"2008","journal-title":"Business intelligence: A managerial approach"},{"key":"jbir.2012100102-54","doi-asserted-by":"crossref","DOI":"10.1002\/9780470753866","author":"C.Vercellis","year":"2009","journal-title":"Business intelligence: Data mining and optimization for decision making"},{"key":"jbir.2012100102-55","doi-asserted-by":"publisher","DOI":"10.1108\/02635570810876750"},{"key":"jbir.2012100102-56","doi-asserted-by":"publisher","DOI":"10.4018\/jbir.2010071704"},{"key":"jbir.2012100102-57","doi-asserted-by":"crossref","unstructured":"Zloof, M. M. (1975). Query-by-example: The invocation and definition of tables and forms. In Proceedings of the 1st International Conference on Very Large Databases (pp. 1-24).","DOI":"10.1145\/1282480.1282482"},{"key":"jbir.2012100102-58","doi-asserted-by":"publisher","DOI":"10.1147\/sj.164.0324"}],"container-title":["International Journal of Business Intelligence Research"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=74733","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T23:18:45Z","timestamp":1654125525000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/jbir.2012100102"}},"subtitle":["A Design Science Approach"],"short-title":[],"issued":{"date-parts":[[2012,10,1]]},"references-count":59,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2012,10]]}},"URL":"https:\/\/doi.org\/10.4018\/jbir.2012100102","relation":{},"ISSN":["1947-3591","1947-3605"],"issn-type":[{"value":"1947-3591","type":"print"},{"value":"1947-3605","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,10,1]]}}}