A knowledge management approach to data mining process for business intelligence

Industrial Management and Data Systems

Volumn 108, Issue 5, 2008, Pages 622-634

  Wang, Hai ^a   Wang, Shouhong ^b  

^a SAINT MARY S UNIVERSITY   (Canada)

^b UNIVERSITY OF MASSACHUSETTS DARTMOUTH   (United States)

Author keywords

Blogs; Business intelligence; Data mining; Knowledge management; Knowledge sharing

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; BISMUTH; BISMUTH PLATING; COMPUTER NETWORKS; DATA MINING; DATABASE SYSTEMS; DECISION SUPPORT SYSTEMS; DYNAMIC MODELS; DYNAMICAL SYSTEMS; INDUSTRIAL MANAGEMENT; INDUSTRY; INFORMATION MANAGEMENT; INFORMATION TECHNOLOGY; INTERNET; KNOWLEDGE MANAGEMENT; MANAGEMENT; MANAGEMENT INFORMATION SYSTEMS; MANAGEMENT SCIENCE; MATHEMATICAL MODELS; MINING; PAPER; SEARCH ENGINES;

(E ,3E) PROCESS; APPLIED (CO); BUSINESS INTELLIGENCE (BI); CASE STUDIES; DATA MINERS; DATA MINING PROCESSES; DYNAMIC TRANSFORMATIONS; FIELD STATES; KNOWLEDGE DEVELOPMENT; KNOWLEDGE DISCOVERY (KDD); KNOWLEDGE SHARING; KNOWLEDGE SHARING SYSTEMS; ORGANIZATIONAL KNOWLEDGE SHARING; PRACTICAL IMPLICATIONS; TACIT KNOWLEDGE;

KNOWLEDGE BASED SYSTEMS;

EID: 44849121951     PISSN: 02635577     EISSN: None     Source Type: Journal    
DOI: 10.1108/02635570810876750     Document Type: Article

References (47)

1. Berry, M.J.A. and Linoff, G.S. (2000), Mastering Data Mining, Wiley, New York, NY.
2. Brachman, R.J., Khabaza, T., Kloesgen, W., Piatetsky-Shapiro, G. and Simoudis, E. (1996), "Mining business databases", Communications of the ACM, Vol. 39 No. 11, pp. 42-8.
3. Buckman, R.H. (2004), Building a Knowledge-Driven Organizations, McGraw Hill, New York, NY.
4. Chen, S.Y. and Liu, X. (2005), "Data mining from 1994 to 2004: an application-oriented review", International Journal of Business Intelligence and Data Mining, Vol. 1 No. 1, pp. 4-11.
5. Cody, W.F., Kreulen, J.T., Krishna, V. and Spangler, W.S. (2002), "The integration of business intelligence and knowledge management", IBM Systems Journal, Vol. 41 No. 4, pp. 697-713.
6. Cook, C. and Cook, M. (2000), The Convergence of Knowledge Management and Business Intelligence, Auerbach Publications, New York, NY.
7. Davenport, T.H. and Seely, C.P. (2006), "KM meets business intelligence: merging knowledge and information at Intel", Knowledge Management Review, January/February, pp. 10-15.
8. Fayyad, U., Piatetsky-Shapiro, G. and Smyth, P. (1996), "The KDD process for extracting useful knowledge from volumes of data", Communications of the ACM, Vol. 39 No. 11, pp. 7-34.
9. Feng, D. and Chen, E.T. (2007), "Firm performance effects in relations to the implementation and use of knowledge management systems", International Journal of Innovation and Learning, Vol. 4 No. 2, pp. 172-85.
10. Foley, K. (2001), "Knowledge management key to collaboration", InformationWeek, Vol. 857, October 1, p. 78.
11. Glass, R.I. (2007), "What's with this blog thing?", IEEE Software, Vol. 24 No. 5, pp. 103-4.
12. GoogleBlogger (2008), available at: www.blogger.com (accessed January 15, 2008).
13. Hall, M. (2004), "Doubtful BI", Computerworld, Vol. 38 No. 25, p. 45.
14. Hand, D.J. (1998), "Data mining: statistics and more?", The American Statistician, Vol. 52 No. 2, pp. 112-8.
15. Heinrichs, J.H. and Lim, J. (2003), "Integrating web-based data mining tools with business models for knowledge management", Decision Support Systems, Vol. 35 No. 1, pp. 103-12.
16. Herschel, R.T. and Jones, N.E. (2005), "Knowledge management and business intelligence: the importance of integration", Journal of Knowledge Management, Vol. 9 No. 4, pp. 45-55.
17. Kaplan, J. (2007), "Data mining as a service: the prediction is not in the box", DM Review Magazine, July 1.
18. King, J. (2005), "Better decisions", Computerworld, Vol. 39 No. 38, pp. 48-9.
19. Lavrac, N., Motoda, H., Fawcett, T., Holte, R., Langley, P. and Adriaans, P. (2004), "Introduction: lessons learned from data mining applications and collaborative problem solving", Machine Learning, Vol. 57, pp. 13-34.
20. Lee, M.C. and Change, T. (2007), "Linking knowledge management and innovation management in e-business", International Journal of Innovation and Learning, Vol. 4 No. 2, pp. 145-59.
21. Liao, K., Lu, J. and Yi, Y. (2007), "Research on humanised web-based learning model", International Journal of Innovation and Learning, Vol. 4 No. 2, pp. 186-96.
22. Loshin, D. (2003), Business Intelligence: The Savvy Manager's Guide, Morgan Kaufmann, San Francisco, CA.
23. Lu, H. and Hsiao, K. (2007), "Understanding intention to continuously share information on weblogs", Internet Research, Vol. 17 No. 4, pp. 345-54.
24. MacDougall, R. (2005), "Identity electronic ethos, and blogs: a technologic analysis of symbolic exchange on the new news medium", The American Behavioral Scientist, Vol. 49 No. 4, pp. 575-99.
25. Malhotra, Y. (2004), "Why knowledge management systems fail: enablers and constraints of knowledge management in human enterprise", in Koenig, E. and Srikantaiah, T.K. (Eds), Knowledge Management: Lessons Learned, ASIST Monograph Series, Information Today, Medford, NJ, pp. 87-112.
26. Marwick, A.D. (2001), "Knowledge management technology", IBM Systems Journal, Vol. 40 No. 4, pp. 814-29.
27. Nonaka, I. (1994), "A dynamic theory of organizational knowledge creation", Organization Science, Vol. 5 No. 1, pp. 14-38.
28. Nonaka, I. and Takeuchi, H. (1995), The Knowledge-Creating Company, Oxford University Press, New York, NY.
29. Paiva, E.L. and Goncalo, C.R. (2008), "Organizational knowledge and industry dynamism: an empirical analysis", International Journal of Innovation and Learning, Vol. 5 No. 1, pp. 66-80.
30. Pechenizkiy, M., Puuronen, S. and Tsymbal, A. (2005), "Why data mining research does not contribute to business?", in Soares, C. et al. (Eds), Proc. of Data Mining for Business Workshop DMBiz (ECML/PKDD'05), Porto, Portugal, pp. 67-71.
31. Preston, R. (2006), "Technology isn't always the (or even a) solution", InformationWeek, Vol. 1119, December 18, p. 64.
32. Ramachandran, S.D., Chong, S.C. and Lin, B. (2008), "Perceived importance and effectiveness of KM performance outcomes: perspective of institutions of higher learning", International Journal of Innovation and Learning, Vol. 5 No. 1, pp. 18-37.
33. Reingruber, M. and Knodson, G. (2008), "Transform your organization into the next-generation knowledge enterprise", DM Review Magazine, January 15.
34. Simon, H.A. (1976), Administrative Behavior, 3rd ed., The Free Press, New York, NY.
35. Smith, A.D. (2007), "Collaborative commerce through web-based information integration technologies", International Journal of Innovation and Learning, Vol. 4 No. 2, pp. 127-44.
36. Smoliar, S.W. (2007), "The poetics of knowledge sharing: putting Aristotle to work in the enterprise", International Journal of Innovation and Learning, Vol. 4 No. 1, pp. 26-39.
37. Sun, S.Y. and Chen, Y.Y. (2008), "Consolidating the strategic alignment model in knowledge management", International Journal of Innovation and Learning, Vol. 5 No. 1, pp. 51-65.
38. Vargo, A. (2006), "Chatting to customers at Southwest", Strategic Communication Management, Vol. 10 No. 4, p. 3.
39. Violino, B. (2004), "BI for the masses", Computerworld, Vol. 38 No. 25, pp. 38-9.
40. Wang, J. (Ed.) (2005), Encyclopedia of Data Warehousing and Mining, Idea Group Inc., Hershey, PA.
41. Wang, J., Hu, X. and Zu, D. (2007), "Diminishing downsides of data mining", International Journal of Business Intelligence and Data Mining, Vol. 2 No. 2, pp. 177-96.
42. Wang, S. and Ariguzo, G. (2004), "Knowledge management through the development of information schema", Information & Management, Vol. 41 No. 4, pp. 445-56.
43. White, C. (2005), "The role of business intelligence in knowledge management", Business Intelligence Network, available at: www.b-eye-network.com/view/720 (accessed January 12, 2008).
44. Wiig, K.M. (1999), "What future knowledge management users may expect", Journal of Knowledge Management, Vol. 3 No. 2, pp. 155-65.
45. Williams, S. and Williams, N. (2006), The Profit Impact of Business Intelligence, Morgan Kaufmann, San Francisco, CA.
46. Wu, J.H., Chen, Y.C., Chang, J. and Lin, B. (2007), "Closing off the knowledge gaps in IS education", International Journal of Innovation and Learning, Vol. 4 No. 4, pp. 357-75.
47. Wu, X., Yu, P. and Piatesky-Shapiro, G. (2000), "Data mining: how research meets practical development?", Knowledge and Information Systems, Vol. 5 No. 2, pp. 248-61.