|
ABSTRACT
Data mining projects are complex and have a high failure rate. In order to improve the success rate of such projects it is not only important to follow a predefined life cycle but it is also vital to the overall success of the project to manage human resources and their involvement in data mining projects. This paper reports on research outcomes based on the development of a data mining life cycle in regards to human involvement. This area is often neglected during project planning and implementation. Throughout the paper a detailed study of the human resource involvement in a large scale data mining project has been carried out resulting in various matrices and diagrams that can support project management, IT managers and academic research.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
|
| |
2
|
BRASZA, H. P. (2000) 'Expert Systems Technology', White Paper, Churchill Systems, Inc. (online) (cited 10 September 2002). Available from <URL: http://www.churchillsys.com/WP1-EXSY.html>.
|
| |
3
|
|
| |
4
|
GANESH, M. et al. (1996) 'Visual Data Mining: Framework and Algorithm Development', Department of Computing and Information Sciences, University of Minnesota, MN, USA.
|
| |
5
|
|
| |
6
|
KNUBLAUCH, H. (2002) 'Extreme Programming of Knowledge-Based Systems', Research Institute for Applied Knowledge Processing (FAW), Conference Proceedings from eXtreme Programming and Agile Processes in Software Engineering (XP2002), Alghero, Sardinia, Italy.
|
| |
7
|
KOPANAKIS, I. AND THEODOULIDIS, B. (1999) 'Visual Data Mining & Modelling Techniques', Centre of Research in Information Management (CRIM), Department of Computation, University of Manchester Institute of Science and Technology, UK.
|
| |
8
|
LEE S. W. AND KERSCHBERG, L. (1998) 'A Methodology and Life Cycle Model for Data Mining and Knowledge Discovery in Precision Agriculture', Conference Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, IEEE Computer Society Press, pp. 2882--2887, San Diego, CA, USA.
|
| |
9
|
LUAN, J. (2002) 'Data Mining and Knowledge Management in Higher Education', Cabrillo College, Presentation at AIR Forum, Toronto, Canada.
|
| |
10
|
MITKAS, P. et al. (2002) 'An Agent Framework for Dynamic Agent Retraining: Agent Academy', Conference proceedings, eBusiness and eWork 2002 12th annual conference and exhibition', Prague, Czech Republic.
|
| |
11
|
SIMOUDIS, E. (1998) Discovering Data Mining, foreword in Cabena, P et al., Upper Saddle River, Prentice Hall PTR, New Jersey, USA.
|
| |
12
|
THOMPSON, A. A. AND STRICKLAND, A. J. (2001) Strategic Management - Concepts and Cases (12th edn), International Edition, Irwin/McGraw-Hill, USA.
|
| |
13
|
|
| |
14
|
WONG, P. Y. (1999) 'A Scalable Framework for Collaborating Web Clearinghouses', National University of Singapore.
|
|