Agent mining

Agent mining is a research field that combines two areas of computer science: multiagent systems and data mining. It explores how intelligent computer agents can work together to discover, analyze, and learn from large amounts of data more effectively than traditional methods.[1][2]

Historical context

The interaction and the integration between multiagent systems and data mining have a long history.[3][4] The very early work on agent mining focused on agent-based knowledge discovery,[5] agent-based distributed data mining,[6][7] and agent-based distributed machine learning,[8] and using data mining to enhance agent intelligence.[9]

The International Workshop on Agents and Data Mining Interaction[10] has been held for more than 10 times, co-located with the International Conference on Autonomous Agents and Multi-Agent Systems. Several proceedings are available from Springer Lecture Notes in Computer Science.

See also

References

  1. ^ "Special issue on Agent mining, Autonomous Agents and Multi-Agent Systems". 2012.
  2. ^ Cao, Longbing; Weiss, Gerhard; Yu, Philip (2012). "A Brief Introduction to Agent Mining". Autonomous Agents and Multi-Agent Systems. 25 (3): 419–424. doi:10.1007/s10458-011-9191-4. S2CID 7825848.
  3. ^ Cao, Longbing; Gorodetsky, Vladimir; Mitkas, Pericles A. (2009). "Special issue on Agents and Data Mining, IEEE Intelligent Systems". IEEE Intelligent Systems. 24 (3): 14–15. doi:10.1109/MIS.2009.54.
  4. ^ Cao, Longbing; Gorodetsky, Vladimir; Mitkas, Pericles A. (2009). "Agent Mining: The Synergy of Agents and Data Mining". IEEE Intelligent Systems. 24 (3): 64–72. Bibcode:2009IISys..24c..64B. doi:10.1109/MIS.2009.45. S2CID 15814593.
  5. ^ Davies, W.; Edwards, P. (1995). "Agent-Based Knowledge Discovery". Working Notes of the AAAI Spring Symp. Information Gathering from Heterogeneous, Distributed Environments: 34–37.
  6. ^ Klusch, M.; Lodi, S.; Moro, G. (2003). "Agent Based Distributed Data Mining". Agent-Based Distributed Data Mining. Lecture Notes in Computer Science. Vol. 2586. pp. 104–122. doi:10.1007/978-3-540-30501-9_11. ISBN 978-3-540-24013-6.
  7. ^ Kargupta, H.; Hamzaoblu, I.; Stafford, B. (1997). "Scalable Distributed Data Mining Using an Agent-Based Architecture". Proc. 3rd Int'l Conf. Knowledge Discovery and Data Mining (KDD 97): 211–214.
  8. ^ Weiss, G. (1998). "A multiagent perspective of parallel and distributed machine learning". Proceedings of the second international conference on Autonomous agents - AGENTS '98. pp. 226–230. doi:10.1145/280765.280806. ISBN 978-0897919838. S2CID 2325739.
  9. ^ Symeonidis, A.; Mitkas, P. (2005). Agent Intelligence through Data Mining. Springer.
  10. ^ "ADMI workshops".

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