DocumentCode :
3140777
Title :
Agent-based support for collaborative data mining in systems management
Author :
Bordetsky, Alex
Author_Institution :
Inf. Syst., Naval Postgraduate Sch., Monterey, CA, USA
fYear :
2001
fDate :
6-6 Jan. 2001
Abstract :
Addresses the issues of structuring and supporting the collaborative data mining process. This paper extends the technology of multi-participant decision-making support into the data mining process and describes a perspective agent-based support architecture for data mining committees. The proposed architecture is based on agent-facilitators integrated with the layered structure of a case-based reasoning memory and an artificial neural network to support collaborative classification and linkage analysis between the heterogeneous views of system managers. A telecommunications management example is used to illustrate the approach.
Keywords :
DP management; case-based reasoning; data mining; group decision support systems; neural nets; software agents; software architecture; telecommunication computing; telecommunication network management; agent-based support architecture; agent-facilitators; artificial neural network; case-based reasoning memory; collaborative classification; collaborative data mining; data mining committees; heterogeneous views; layered structure; linkage analysis; multi-participant decision-making support; systems management; telecommunications management; Artificial neural networks; Collaboration; Communication system operations and management; Couplings; Data mining; Environmental management; Information management; Quality management; Testing; Videoconference;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
System Sciences, 2001. Proceedings of the 34th Annual Hawaii International Conference on
Conference_Location :
Maui, HI, USA
Print_ISBN :
0-7695-0981-9
Type :
conf
DOI :
10.1109/HICSS.2001.926309
Filename :
926309
Link To Document :
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