Abstract
A Moderator is a knowledge based system that supports collaborative working by raising awareness of the priorities and requirements of other team members. However, the amount of advice a Moderator can provide is limited by the knowledge it contains on team members. The use of data mining techniques can contribute towards automating the process of knowledge acquisition for a Moderator and enable hidden data patterns and relationships to be discovered to facilitate the moderation process. A novel approach is presented, consisting of a knowledge discovery framework which provides a semi-automatic methodology to generate rules by inserting relationships discovered as a result of data mining into a generic template. To demonstrate the knowledge discovery framework methodology an application case is described. The application case acquires knowledge for a Moderator to make project partners aware of how to best formulate a proposal for a European research project by data mining summaries of successful past projects. Findings from the application case are presented.
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Alcalá-Fdez J., Sánchez L., García S., del Jesus M., Ventura S., Garrell J., Otero J., Romero C., Bacardit J., Rivas V., Fernández J., Herrera F. (2009) KEEL: A software tool to assess evolutionary algorithms for data mining problems. Soft Computing—A Fusion of Foundations. Methodologies and Applications 13(3): 307–318
Choudhary, A. K., Harding, J. A., Lin, H. K., Tiwari, M. K., & Swarnkar, R. (In press). Knowledge discOvery And daTa minINg inteGrated (KOATING) moderators for collaborative projects. International Journal of Production Research.
Choudhary A. K., Harding J. A., Tiwari M. K. (2009a) Data mining in Manufacturing: A review based on the kind of knowledge. Journal of Intelligent Manufacturing 20: 501–521
Choudhary A. K., Oluikpe P. I., Harding J. A., Carillo P. M. (2009b) The needs and benefits of text mining applications on post-project reviews. Computers in Industry 60: 728–740
European Commission. (2007). ICT—Information and Communication Technologies—A Theme for research and development under the specific programme “Cooperation” implementing the Seventh Framework Programme (2007–2013) of the European Community for research, technological development and demonstration activities—Work Programme 2007–2008. ftp://ftp.cordis.europa.eu/pub/fp7/ict/docs/ict-wp-2007-08_en.pdf. Accessed 25 February 2011.
Fayyad U., Piatetsky-Shapiro G., Smyth P. (1996) From data mining to knowledge discovery in databases. AI Magazine 17(3): 38–54
Gasar S., Bohanec M., Rajkovic V. (2003) A combined data mining and decision support approach to educational planning. In: Mladenic D., Lavrac N., Bohanec M., Moyle S. (eds) Data mining and decision support integration and collaboration. Kluwer, Dordrecht, pp 203–212
Grobelnik M., Mladenic D. (2003) Analysis of a database of research projects using text mining and link analysis. In: Mladenic D., Lavrac N., Bohanec M., Moyle S. (eds) Data mining and decision support integration and collaboration. Kluwer, Dordrecht, pp 157–166
Han J., Kamber M. (2006) Data mining concepts and techniques (2nd edn). Morgan Kaufmann, San Francisco, CA
Harding J. A., Popplewell K., Cook D. (2003) Manufacturing system engineering moderator: an aid for multidiscipline project teams. International Journal of Production Research 41(9): 1973
Harding J. A., Shahbaz M., Srinivas S., Kusiak A. (2006) Data mining in manufacturing. Transactions of the American Society of Mechanical Engineers (ASME): Journal of Manufacturing Science and Engineering 128: 969–976
Harding, J. A., Popplewell, K., & Lin, H. K. (2007). A generation of moderators from single product to global e-supply chain. In G. D. Putnik & M. M. Cunha (Eds.), Knowledge and technology management in virtual organizations: Issues, trends, opportunities and solutions (Chap. V, pp. 110–135), Idea-Group Publishing: USA, ISBN 159904166-9.
Heath, J. (2006). A framework for an intelligent decision support system (IDSS), including a data mining methodology, for fetal-maternal clinical practice and research. Thesis (MSc). University of Western Sydney, Australia. Available from: http://handle.uws.edu.au:8081/1959.7/14810.
Khilwani, N. (2011). Role of semantic web in changing context of enterprise collaboration, Thesis (PhD). Loughborough University, UK.
Khilwani, N., Harding, J. A., Tiwari, M. K., (2011), ECOS: Publishing the Published Competences. In Proceedings of IMechE, Part B: Journal of Engineering Manufacture, Vol. 225, issue 6, pp. 921–942, doi:10.1177/09544054JEM2097, ISSN 0954-4054.
Lavrac N., Bohanec M. (2003) Integration of data mining and decision support. In: Mladenic D., Lavrac N., Bohanec M., Moyle S. (eds) Data mining and decision support integration and collaboration. Kluwer, Dordrecht, The Netherlands, pp 36–480
Lima, C., Costa, R, Malo, P., & Antunes, J. (2010). A knowledge-based approach to support decision making process in project-oriented collaboration. In Proceedings of the 11th European conference of knowledge management, Vols. 1–2, pp. 614–622.
Lin, H. K., Harding, J. A., & Teoh, P. C. (2005). An inter-enterprise semantic web system to support information autonomy and conflict moderation. Proceedings of IMechE, Part B: Journal of engineering manufacture, Vol. 219, pp. 903–911.
Lorré, J.-P., & Rajsiri, N. (2011). D7.3: Evaluated SYNERGY System, EBM Websourcing, France, http://www.synergy-ist.eu/.
Luczak, H., & Hauser, A. (2005). Knowledge management in virtual organizations. In Proceedings of ICSSSM’05, international conference on services systems and services management, 898.
Mezga’r I., Kova’cs G. L. (1998) Co-ordination of SME production through a co-operative network. Journal of Intelligent Manufacturing 9(2): 167–172
Mladenic, D., Lavrac, N., Bohanec, M., Moyle, S. (eds) (2003) Data mining and decision support integration and collaboration. The Netherlands, Dordrecht
Mlynarski, R., Ilczuk, G., Wakulicz-Deja, A., & Kargul, W. (2006). A new method of data preparation for cardiological decision support. Computers in Cardiology, pp. 273–276.
Nof S. Y. (2006) Collaborative e-work and e-manufacturing: Challenges for production and logistics managers. Journal of Intelligent Manufacturing 17(6): 689–701
Petalslink.com. Open Source enterprise services bus (ESB). http://www.petalslink.com/en/products/petals-esb. Accessed 25 February 2011.
Polyanalyst 6.0. www.megaputer.com. Accessed 25 February 2011.
Shearer C. (2000) The CRISP-DM model: The new blueprint for data mining. Journal of Data Warehousing 5: 13–22
Swarnkar, R., Choudhary, A., Harding, J., Das, B., & Young, R. (2011). A framework for collaboration moderator services to support knowledge based collaboration. Journal of Intelligent Manufacturing, doi:10.1007/s10845-011-0528-2m, published online.
The World Bank, GDP per capita (current US$). http://data.worldbank.org/indicator/NY.GDP.PCAP.CD. Accessed 25 February 2011.
Wang K. (2007) Applying data mining to manufacturing: The nature and implications. Journal of Intelligent Manufacturing 18(4): 487–495
Zhang S., Zhang C., Yang Q. (2003) Data preparation for data mining. Applied Artificial Intelligence 17: 375–381
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Palmer, C., Harding, J.A., Swarnkar, R. et al. Generating rules from data mining for collaboration moderator services. J Intell Manuf 24, 313–330 (2013). https://doi.org/10.1007/s10845-011-0589-2
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DOI: https://doi.org/10.1007/s10845-011-0589-2