DISTRIBUTED DATA MINING AND AGENT MINING INTERACTION AND INTEGRATION: A NOVEL APPROACH

In recent years, more and more researchers have been involved in research on both agent technology and distributed data mining. A clear disciplinary effort has been activated toward removing the boundary between them, that is the interaction and integration between agent technology and distributed data mining. We refer this to agent mining as a new area. The marriage of agents and distributed data mining is driven by challenges faced by both communities, and the need of developing more advanced intelligence, information processing and systems. In this paper presents an overall picture of agent mining from the perspective of positioning it as an emerging area. We summarize the main distributed data mining, driving forces, disciplinary framework, applications, and trends and directions, data mining-driven agents, and mutual issues in agent mining. Arguably, we draw the following conclusions: (1) agent mining emerges as a new area in the scientific family, (2) both agent technology and distributed data mining can greatly benefit from agent mining, (3) it is very promising to result in additional advancement in intelligent information processing and systems. However, as a new open area, there are many issues waiting for research and development from theoretical, technological and practical perspectives.

[1]  Matthias Klusch,et al.  The role of agents in distributed data mining: issues and benefits , 2003, IEEE/WIC International Conference on Intelligent Agent Technology, 2003. IAT 2003..

[2]  Jiming Liu,et al.  Autonomous Intelligent Systems: Agents and Data Mining: International Workshop, AIS-ADM 2005, St. Petersburg, Russia, June 6-8, 2005. Proceedings , 2005, AIS-ADM.

[3]  Philip S. Yu,et al.  Domain Driven Data Mining , 2015 .

[4]  Stephen Muggleton,et al.  Learning to Relate Terms in a Multiple Agent Environment , 1991, EWSL.

[5]  Chengqi Zhang,et al.  Agent-Mining Interaction: An Emerging Area , 2007, AIS-ADM.

[6]  Sung Wook Baik,et al.  Performance Evaluation of an Agent Based Distributed Data Mining System , 2005, Canadian Conference on AI.

[7]  Chengqi Zhang,et al.  F-trade: an agent-mining symbiont for financial services , 2007, AAMAS '07.

[8]  Longbing Cao,et al.  Developing actionable trading agents , 2009, Knowledge and Information Systems.

[9]  John K. Debenham,et al.  Informed Recommender Agent: Utilizing Consumer Product Reviews through Text Mining , 2006, 2006 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology Workshops.

[10]  Longbing Cao,et al.  Agent Mining: The Synergy of Agents and Data Mining , 2009, IEEE Intelligent Systems.

[11]  Vladimir Gorodetsky,et al.  Multi-agent technology for distributed data mining and classification , 2003, IEEE/WIC International Conference on Intelligent Agent Technology, 2003. IAT 2003..

[12]  Winton Davies,et al.  Agent-Based Data-Mining , 1994 .

[13]  Vladimir Gorodetsky,et al.  Infrastructural Issues for Agent-Based Distributed Learning , 2006, 2006 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology Workshops.

[14]  Reda Alhajj,et al.  Fuzzy OLAP association rules mining-based modular reinforcement learning approach for multiagent systems , 2005, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[15]  Velibor Ilic Integration of Agents and Data Mining in Interactive Web Environment for Psychometric Diagnostics , 2009, Data Mining and Multi-agent Integration.

[16]  Longbing Cao,et al.  Integrating Agent, Service and Organizational Computing , 2008, Int. J. Softw. Eng. Knowl. Eng..

[17]  Reda Alhajj,et al.  A novel approach to multiagent reinforcement learning: utilizing OLAP mining in the learning process , 2005, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[18]  Longbing Cao,et al.  Agent Collaboration for Multiple Trading Strategy Integration , 2008, KES-AMSTA.

[19]  Matthias Klusch,et al.  Agent-Based Distributed Data Mining: The KDEC Scheme , 2003, AgentLink.

[20]  Chengqi Zhang,et al.  Agents and Data Mining: Interaction and Integration , 2011 .

[21]  Li Lin,et al.  Agent services-based infrastructure for online assessment of trading strategies , 2004, Proceedings. IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2004. (IAT 2004)..

[22]  Matthias Klusch,et al.  Issues of agent-based distributed data mining , 2003, AAMAS '03.

[23]  Longbing Cao,et al.  Developing Actionable Trading Strategies , 2009 .