词条 | Agent mining |
释义 |
}}Agent mining is an interdisciplinary area that synergizes multiagent systems with data mining and machine learning.[1][2] The interaction and 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. References1. ^{{Cite web|url=https://link.springer.com/journal/10458/25/3/page/1|title=Special issue on Agent mining, Journal of Autonomous Agents and Multi-Agent Systems|last=|first=|date=|website=|publisher=|access-date=}} 2. ^{{Cite journal|last=Cao|first=Longbing|last2=Weiss|first2=Gerhard|last3=Yu|first3=Philip|year=2012|title=A Brief Introduction to Agent Mining|url=|journal=Journal of Autonomous Agents and Multi-Agent Systems|volume=25|issue=3|pages=419–424|doi=10.1007/s10458-011-9191-4|pmid=|access-date=}} 3. ^{{Cite journal|title=Special issue on Agents and Data Mining, IEEE Intelligent Systems|journal=IEEE Intelligent Systems|volume=24|issue=3|pages=14–15|doi=10.1109/MIS.2009.54|year=2009|last1=Cao|first1=Longbing|last2=Gorodetsky|first2=Vladimir|last3=Mitkas|first3=Pericles A.}} 4. ^{{Cite journal|last=Cao|first=Longbing|last2=Gorodetsky|first2=Vladimir|last3=Mitkas|first3=Pericles A.|year=2009|title=Agent Mining: The Synergy of Agents and Data Mining|url=|journal=IEEE Intelligent Systems|volume=24|issue=3|pages=64–72|doi=10.1109/MIS.2009.45|pmid=|access-date=}} 5. ^{{Cite journal|last=Davies|first=W.|last2=Edwards|first2=P.|year=1995|title=Agent-Based Knowledge Discovery|url=|journal=Working Notes of the AAAI Spring Symp. Information Gathering from Heterogeneous, Distributed Environments|pages=34–37|doi=|pmid=|access-date=}} 6. ^{{Cite journal|last=Klusch|first=M.|last2=Lodi|first2=S.|last3=Moro|first3=G.|year=2003|title=Agent-Based Distributed Data Mining|url=|journal=LNCS |volume=2586|pages=104–122|doi=|pmid=|access-date=}} 7. ^{{Cite journal|last=Kargupta|first=H.|last2=Hamzaoblu|first2=I.|last3=Stafford|first3=B.|year=1997|title=Scalable Distributed Data Mining Using an Agent-Based Architecture|url=|journal=Proc. 3rd Int'l Conf. Knowledge Discovery and Data Mining (KDD 97)|pages=211–214|doi=|pmid=|access-date=}} 8. ^{{Cite book|last=Weiss|first=G.|year=1998|title=A Multiagent Perspective of Parallel and Distributed Machine Learning|url=|journal=Agents 98|pages=226–230|doi=10.1145/280765.280806|pmid=|access-date=|isbn=978-0897919838}} 9. ^{{Cite book|title=Agent Intelligence through Data Mining|last=Symeonidis|first=A.|last2=Mitkas|first2=P.|publisher=Springer|year=2005|isbn=|location=|pages=}} 10. ^{{Cite web|url=http://www.agentmining.org|title=ADMI workshops|last=|first=|date=|website=|publisher=|access-date=}} 2 : Multi-agent systems|Data mining |
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