Integrating data mining and decision support through data mining based decision support system

Journal of Computer Information Systems

Volumn 47, Issue 3, 2007, Pages 89-104

  Rupnik, Rok ^a   Kukar, Matjaz ^a   Krisper, Marjan ^a  

^a UNIVERSITY OF LJUBLJANA   (Slovenia)

Author keywords

[No Author keywords available]

Indexed keywords

BENEFICIAL USE; BUSINESS-USERS; DATA MINING METHODS; DECISION SUPPORTS; INFORMATION OVERLOADS; INTERDISCIPLINARY FIELDS; KNOWLEDGE DISCOVERY FROM DATABASE;

ARTIFICIAL INTELLIGENCE; DECISION SUPPORT SYSTEMS;

DATA MINING;

EID: 34249733606     PISSN: 08874417     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (46)

1. Aggarwal, C.C. "Towards-Effective and Interpretable Data Mining by Visual Interaction,", SIGKDD Explorations (3:2), 2002, pp. 11-22
2. Agrawal, R. and Srikant, R. "Fast algorithms for mining association rules in large databases", Proceedings of the 20th International Conference on Very Large Data Bases VLDB'94, Santiago de Chile, Chile:Sep 12-15 1994, pp. 487-499
3. Bayardo, R. and Gehrke, I.E. "Report on the Workshop on Research Issues in Data Mining and Knowledge Discovery Workshop (DMKD 2001),", SIGKDD Explorations (3:1), 2001, pp. 43-44
4. Bohanec, M. "What is Decision Support?," Proceedings Information Society IS-2001: Data Mining and Decision Support in Action!, Ljubljana, SloveniarOct 22-26 2001, pp. 86-89
5. Bose, R. and Sugumaran, V. "Application of Intelligent Agent Technology for Managerial Data Analysis and Mining," The DATABASE for Advances in Information Systems (30:1), 1999, pp. 77-94
6. Bradley, P., Fayyad, U. and Reina, C. "Scaling Clustering Algorithms to Large Databases," Proceedings of International Conference on Knowledge Discovery and Data Mining KDD-98, NewYork, USA:Aug 27-31 1998, pp. 8-15
7. Chen, K.C. "Decision Support System for Tourism Development: System Dynamic Approach," Journal of Computer Information Systems (45:1), 2004, pp. 104-112
8. Chen, S.V. and Liu, X. "The Contribution of Data Mining to Information Science," Journal of Information Science (30:6), 2004, pp. 550-558
9. Clifton, C. and Thuraisingham. "Emerging Standards for Data Mining," Computer Standards & Interfaces (23:3), 2001, pp. 187-193
10. Farnstrom, F., Lewis, J. and Elkan, C. "Scalability for Clustering Algorithms Revisited," SIGKDD Explorations (2:1), 2000, pp. 51-57
11. Fayyad, U. and Uthurusamy, R. "Evolving Data Mining into Solutions for Insight," Communications of ACM (45:8), 2002, pp. 28-31
12. Cachet, A. and Haettenschwiler, P. "Developing Intelligent Decision Support Systems," Proceedings of seventh international conference on Knowledge-Based Intelligent Information & Engineering Systems, Oxford, UK:Sep 3-5 2003, pp. 87-93
13. Geist, I. "A Framework for Data Mining and KDD" Proceedings of ACM Symposium on Applied Computing, Madrid, Spain: Mar 10-14 2002, pp. 508-513
14. Glymour, C., Madigan, D., Pregibon, D., Smyth. P. "Statistical inference and data mining," Communications of the ACM (39:11), 1996, pp. 35-41
15. Goebel, M. and Gruenwald, L. "A Survey of Data Mining Knowledge Discovery Software Tools," SIGKDD Explorations (1:1), 1999, pp. 20-33
16. Grossman, R. "KDD-2003 Workshop on Data Mining Standards, Services and Platforms (DM-SSP 03)," SIGKDD Explorations (5:2), 2003, pp. 197
17. Heinrichs, J.H. and Lim, J.S. "Integrating Web-based Data Mining Tools with Business Models for Knowledge Management," Decision Support Systems (35:1), 2003, pp. 103-112
18. Hirji, K.K. "Exploring Data Mining Implementation," Communications of ACM (44:7), 2001, pp. 87-93
19. Hofmann, T. and Buhmann, J. "Active Data Clustering," Proceedings of Advances in Neural Information Processing Systems, Denver, USA: 1997, pp. 528-534
20. Holsheimer, M. "Data Mining by Business Users: Integrating Data Mining in Business Process," Proceedings of International Conference on Knowledge Discovery and Data Mining KDD-99, San Diego, USA:Aug 15-18 1999, pp. 266-291
21. JSR-73 Expert Group. Java™ Specification Request 73: Java™ Data Mining (JDM), Java Community Process, 2004
22. Kohavi, R., and Sahami, M. "KDD-99 Panel Report: Data Mining into Vertical Solutions," SIGKDD Explorations (1:2), 2000, pp. 55-58
23. Kononenko, I. "Machine Learning for Medical Diagnosis: History, State of the Art and Perspective," Artificial Intelligence in Medicine, (23:1), 2001, pp. 89-109
24. Kononenko, I. and Bratko, I. "Information-based Evaluation Criterion for Classifier's Performance," Machine Learning (1:6), 1991, pp. 67-80
25. Kuan, C.C. "Decision Support System for Tourism Development: System Dynamics Approach," Journal of Computer Information Systems (45:1), 2004, pp. 104-112
26. Kukar, M. "Transductive Reliability Estimation for Medical Diagnosis," Artificial Intelligence in Medicine (29:1-2), 2003, pp. 81-106
27. Kukar, M., Kononenko, I., Groselj, C., Kralj, K. and Fettich, J. "Analysing and Improving the Diagnosis of Ischaemic Heart Disease with Machine Learning," Artificial Intelligence in Medicine (16:1), 1999, pp. 25-50
28. Lee, H.L. and Park, C. "Agent and Data Mining Based Decision Support System and its Adaptation to a New Customer Centric Electronic Commerce," Expert Systems with Applications (25:4), 2003, pp. 619-635
29. Li, T., Li, Q., Zhu., S. and Ogihara, M. "A Survey on Wavelet Applications in Data Mining," SIGKDD Explorations (4:2), 2002. pp. 49-68
30. Milenova, B.L. and Campos, M.M. "O-Cluster: Scalable Clustering of Large High Dimensional Data," Proceedings of IEEE International Conference on Data Mining (ICDM'02), Maebashi City, Japan:Dec 9-12 2002, pp. 290-297
31. Mitri, M. "Using Decision Support Systems to Enhance Learning in Higher Education," Journal of Computer Information Systems (42:4), 2002, pp. 84-93
32. Mladeni, D., Lavra, N., Bohanec, M. and Moyle, S. Data Mining and Decision Support: Integration and collaboration (Chapter 1: Data Mining: Authors; Lavrac, N. and Grobelnik, M.), Kluwer Academic Publishers, Dordrecht, The Nederlands, 2003, pp 3-14
33. Mladeni, D., Lavra, N., Bohanec, M. and Moyle, S. Data Mining and Decision Support: Integration and collaboration (Chapter 3: Decision Support, Author: Bohanec, M.), Kluwer Academic Publishers, Dordrecht, The Nederlands, 2003. pp 23-35
34. Mladeni, D., Lavra, N., Bohanec, M. and Moyle, S. Data Mining and Decision Support: Integration and collaboration (Chapter 4: Integration of Data Mining and Decision Support, Authors: Lavrac, N. and Bohanec, M.), Kluwer Academic Publishers, Dordrecht, The Nederlands, 2003, pp 37-48
35. Nemati, H. and Barko, C.D. "Enhancing Enterprise Decisions Through Organizational Data Mining," Journal of Computer Information Systems (42:4), 2002, pp. 21-28
36. Patelis, A., Metaxiotis, K., Nikolopoulos, K. and Assimakopoulos, V. "ForTV: Decision Support System for Forecasting Television Viewership," Journal of Computer Information Systems (46:1), 2005, pp. 25-34
37. Petropoulos, C., Patelis, A., Metaxiotis, K., Nikolopoulos, V. and Assimakopoulos, V. "SFTIS: A Decision Support System for Tourism Demand Analysis and Forecasting," Journal of Computer Information Systems (44:1), 2003, pp. 21-32
38. Polese, G., Troiano, M. and Tortora, G. "A data Mining Based System Supporting Tactical Decisions," Proceedings of the 14th international conference on Software engineering and knowledge engineering, Ischia, Italy:Jul 15-19 2002, pp. 681-684
39. Power, D.J. Decision Support Systems: Concepts and Resources for Managers, Quorum Books, Westport, USA, 2002
40. Shearer, C. "The CRISP-DM Model: The New Blueprint for Data Mining," Journal of Data Warehousing, (5:4), 2000, pp. 13-22
41. Srivastava, J., Cooley, R., Deshpande, M., and Tan, P.N. "Web Usage Mining: Discovery and Applications of Usage Patterns from Web Data," SIGKDD Explorations (1:2), 2000, pp. 12-23
42. Vahidov, R. and Fazlollahi, R. "A Multi Agent DSS for Supporting e-Commerce Decisions," Journal of Computer Information Systems (44:2), 2003, pp. 87-94
43. Ward, S.G. "Decision Support for What-If Analysis and the Confirmation Bias," Journal of Computer Information Systems (40:4), 2000, pp. 84-92
44. Wirten, I.H. and Frank, E. Data Mining, Morgan-Kaufmann, New York, USA, 2000
45. Yarmus, J.S. ABN: A Fast, Greedy Bayesian Network Classifier, Oracle White Paper, Burlington, USA, 2002
46. Zhong, M., Klein, G., Pick, R.A. and Jiang, J.J. "Vector Error-Correction Models in a Consumer Packaged Goods Category Forecasting Decision Support System," Journal of Computer Information Systems (46:1), 2005, pp. 25-34