Title :
Interaction of Agents and Data Mining in Ubiquitous Environment
Author :
Gorodetsky, Vladimir ; Karsaev, Oleg ; Samoylov, Vladimir ; Serebryakov, Sergey
Author_Institution :
SPIIRAS
Abstract :
The paper considers agent and data mining interaction in ubiquitous environment and analyses some specific, for such environment, knowledge discovery tasks. It focuses on agent-based applications organized as overlay network of autonomous agents set up on top of ubiquitous environment composed overlay network of FIPA compliant P2P agent platform instances set up on top of the P2P communication service providers. The paper presents a generic P2P learning algorithm intended to provide for re-configurability of the above mentioned overlay networks and experimentally demonstrates it using a case study, P2P intrusion detection system.
Keywords :
cooperative systems; data mining; learning (artificial intelligence); peer-to-peer computing; ubiquitous computing; FIPA compliant peer-to- peer agent; agent interaction; data mining; knowledge discovery; learning algorithm; overlay network; ubiquitous environment; Autonomous agents; Communications technology; Computer interfaces; Control systems; Data mining; Intelligent agent; Intrusion detection; Pervasive computing; Switches; User interfaces; P2P agent platform; autonomous agent network; distributed P2P learning; intrusion detection; network reconfiguration; ubiquitous environment;
Conference_Titel :
Web Intelligence and Intelligent Agent Technology, 2008. WI-IAT '08. IEEE/WIC/ACM International Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
978-0-7695-3496-1
DOI :
10.1109/WIIAT.2008.354