@inbook {IOPORT.06066363, author = {Chaimontree, Santhana and Atkinson, Katie and Coenen, Frans}, title = {A multi-agent based approach to clustering: harnessing the power of agents.}, year = {2012}, booktitle = {Agents and data mining interaction. 7th international workshop on agents and data mining interation, ADMI 2011, Taipei, Taiwan, May 2--6, 2011. Revised selected papers}, isbn = {978-3-642-27608-8}, pages = {16-29}, publisher = {Berlin: Springer}, doi = {10.1007/978-3-642-27609-5_3}, abstract = {Summary: A framework for multi-agent based clustering is described whereby individual agents represent individual clusters. A particular feature of the framework is that, after an initial cluster configuration has been generated, the agents are able to negotiate with a view to improving on this initial clustering. The framework can be used in the context of a number of clustering paradigms, two are investigated: K-means and KNN. The reported evaluation demonstrates that negotiation can serve to improve on an initial cluster configuration.}, identifier = {06066363}, }