Abstract
The transfer and utilisation of discovered patterns, their management and reuse, is the least explored area in the knowledge discovery process, namely, because the research in the area has been focused on the actual discovery techniques, rather than on what happens after that. This chapter presents recently developed framework for the integration of knowledge discovery with knowledge transfer and utilisation in the area of collaborative virtual workspaces, which support knowledge-intensive collaborative processes. These workspaces have been selected for their ability to provide consistent multimedia data sets, integrating heterogeneous project data records, including logs of activities and various artefacts (media documents) that are part of the data flow, processed during the collaboration project. The ideas behind the framework are illustrated in obtaining insights about computer-mediated collaboration in such systems and reusing discovered knowledge in the design of new workspaces developed in LiveNet – an underlying technology that supports knowledge-intensive work processes.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Bolcer, G.A., Taylor, R.N.: Advanced Workflow Management Technologies, University of California, Irvine, p. 60 (1998)
Maher, M.L., Simoff, S.J., Cicognani, A.: Understanding Virtual Design Studios. Springer, London (2000)
Capin, T.K., Pandzic, I.S., Magnenat-Thalman, N., Thalman, D.: Avatars in Networked Virtual Environments. John Wiley and Sons, Chichester (1999)
Simoff, S.J., Maher, M.L.: Loosely-integrated open virtual environments as places. IEEE Learning Technology 3(1) (2001)
Maher, M.L., Simoff, S.J., Gu, N., Lau, K.H.: Designing Virtual Architecture. In: Proceedings of CAADRIA 2000, pp. 481–490 (2000)
Lesley, H.G., McKay, D.G.: Towards an information and decision support system for the building industry. In: Mathur, K.S., Betts, M.P., Tham, K.W. (eds.) Management of Information Technology for Construction, pp. 101–111. World Scientific, Singapore (1993)
Spiliopoulou, M., Pohle, C.: Data mining for measuring and improving the success of web sites. Data Mining and Knowledge Discovery 5(1-2), 85–114 (2001)
Berson, A., Smith, S.J.: Data Warehousing, Data Mining and OLAP. McGraw-Hill, New York (1997)
Chaudhuri, S., Dayal, U.: An overview of data warehousing and OLAP technology. ACM SIGMOD Record 26, 65–74 (1997)
Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P.: From data mining to knowledge discovery: An overview. In: Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P., Uthurusamy, R. (eds.) Advances in Knowledge Discovery and Data Mining.AAAI Press, Menlo Park/MIT Press, Cambridge (1996)
Chapman, P., Clinton, J., Kerber, R., Khabaza, T., Reinartz, T., Shearer, C., Wirth, R.: CRISP-DM 1.0: Step-by-step data mining guide. In: SPSS Inc., p. 78 (2000)
Ackerman, M.S.: Augmenting the organizational memory: A field study of Answer Garden. In: Proceedings of the Conference on Computer Supported Cooperative Work, pp. 243–252. Chapel Hill, NC (1994)
Bannon, L.J., Kuutti, K.: Shifting perspectives on organizational memory: From storage to active remembering. In: Proceedings of the 29th Hawaii International Conference on System Sciences (HICSS-29), Hawaii, USA, vol. 3, pp. 156–167 (1996)
Conklin, E.J.: Capturing organizational memory. In: Baecker, R.M. (ed.) Readings in Groupware and Computer Supported Cooperative Work: Assisting Human-Human Collaboration, pp. 561–565. Morgan Kaufmann Publishers, San Francisco (1993)
Furst, S., Blackburn, R., Rosen, B.: Virtual team effectiveness: A proposed research agenda. Information Systems Journal 9(4), 249–269 (1999)
Hawryszkiewycz, I.T.: Workspace Networks for Knowledge Sharing. In: Debrency, R., Ellis, A. (eds.) Proceedings of AusWeb 1999, the Fifth Australian World Wide Web Conference, Ballina, Australia, pp. 219–227 (1999)
Ansari, S., Kohavi, R., Mason, L., Zheng, Z.: Integrating e-commerce and data mining: Architecture and challenges. In: Proceedings WEBKDD 2000 Workshop: Web Mining for E-Commerce – Challenges and Opportunities, Boston, MA, USA (2000)
Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations. Morgan Kaufmann Publishers, San Francisco (2000)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Simoff, S.J., Biuk-Aghai, R.P. (2003). Multimedia Mining of Collaborative Virtual Workspaces: An Integrative Framework for Extracting and Integrating Collaborative Process Knowledge. In: Zaïane, O.R., Simoff, S.J., Djeraba, C. (eds) Mining Multimedia and Complex Data. PAKDD 2002. Lecture Notes in Computer Science(), vol 2797. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-39666-6_11
Download citation
DOI: https://doi.org/10.1007/978-3-540-39666-6_11
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-20305-6
Online ISBN: 978-3-540-39666-6
eBook Packages: Springer Book Archive