Misplaced Pages

Agent mining

Article snapshot taken from Wikipedia with creative commons attribution-sharealike license. Give it a read and then ask your questions in the chat. We can research this topic together.
This article has multiple issues. Please help improve it or discuss these issues on the talk page. (Learn how and when to remove these messages)
A major contributor to this article appears to have a close connection with its subject. It may require cleanup to comply with Misplaced Pages's content policies, particularly neutral point of view. Please discuss further on the talk page. (April 2016) (Learn how and when to remove this message)
This article may be too technical for most readers to understand. Please help improve it to make it understandable to non-experts, without removing the technical details. (April 2016) (Learn how and when to remove this message)
(Learn how and when to remove this message)

Agent mining is an interdisciplinary area that synergizes multiagent systems with data mining and machine learning.

The interaction and integration between multiagent systems and data mining have a long history. The very early work on agent mining focused on agent-based knowledge discovery, agent-based distributed data mining, and agent-based distributed machine learning, and using data mining to enhance agent intelligence.

The International Workshop on Agents and Data Mining Interaction 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.

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. 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".
Categories: