Evolving classification of agents’ behaviors: a general approach

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dc.contributor.author Iglesias Martínez, José Antonio
dc.contributor.author Angelov, Plamen
dc.contributor.author Ledezma Espino, Agapito Ismael
dc.contributor.author Sanchis de Miguel, María Araceli
dc.date.accessioned 2011-03-17T13:23:32Z
dc.date.available 2011-03-17T13:23:32Z
dc.date.issued 2010-10
dc.identifier.bibliographicCitation Evolving systems, vol. 1, issue 3, Oct. 2010, pp.161-171.
dc.identifier.issn 1868-6478 (print)
dc.identifier.issn 1868-6486 (online)
dc.identifier.uri http://hdl.handle.net/10016/10471
dc.description.abstract By recognizing the behavior of others, many different tasks can be performed, such as to predict their future behavior, to coordinate with them or to assist them. If this behavior recognition can be done automatically, it can be very useful in many applications. However, an agents’ behavior is not necessarily fixed but rather it evolves/changes. Thus, it is essential to take into account these changes in any behavior recognition system. In this paper, we present a general approach to the classification of streaming data which represent a specific agent behavior based on evolving systems. The experiment results show that an evolving system based on our approach can efficiently model and recognize different behaviors in very different domains, in particular, UNIX command-line data streams, and intelligent home environments.
dc.description.sponsorship This work has been partially supported by the Spanish Government under project TRA2007-67374-C02-02.
dc.format.mimetype text/plain
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher Springer
dc.rights © Springer-Verlag
dc.subject.other Evolving fuzzy systems
dc.subject.other Agent modeling
dc.subject.other Behavior classification
dc.title Evolving classification of agents’ behaviors: a general approach
dc.type article
dc.relation.publisherversion http://dx.doi.org/10.1007/s12530-010-9008-8
dc.subject.eciencia Informática
dc.identifier.doi 10.1007/s12530-010-9008-8
dc.rights.accessRights openAccess
dc.type.version acceptedVersion
dc.identifier.publicationfirstpage 161
dc.identifier.publicationissue 3
dc.identifier.publicationlastpage 171
dc.identifier.publicationtitle Evolving systems
dc.identifier.publicationvolume 1
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