Learning strategy knowledge incrementally

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dc.contributor.author Veloso, Manuela
dc.contributor.author Borrajo, Daniel
dc.date.accessioned 2010-02-12T08:56:15Z
dc.date.available 2010-02-12T08:56:15Z
dc.date.issued 1994
dc.identifier.bibliographicCitation Proceedings of the Sixth IEEE International Conference on Tools with Artificial Intelligence, New Orleans, LA, November 1994, p. 484-490
dc.identifier.isbn 0-8186-6785-0
dc.identifier.uri http://hdl.handle.net/10016/6841
dc.description Proceeding of: Sixth IEEE International Conference on Tools with Artificial Intelligence, New Orleans, LA, 06 - 09 November 1994
dc.description.abstract Modern industrial processes require advanced computer tools that should adapt to the user requirements and to the tasks being solved. Strategy learning consists of automating the acquisition of patterns of actions used while solving particular tasks. Current intelligent strategy learning systems acquire operational knowledge to improve the efficiency of a particular problem solver. However, these strategy learning tools should also provide a way of achieving low-cost solutions according to user-specific criteria. In this paper, we present a learning system, HAMLET, which is integrated in a planning architecture, PRODIGY, and acquires control knowledge to guide PRODIGY to efficiently produce cost-effective plans. HAMLET learns from planning episodes, by explaining why the correct decisions were made, and later refines the learned strategy knowledge to make it incrementally correct with experience.
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher IEEE
dc.title Learning strategy knowledge incrementally
dc.type bookPart
dc.type conferenceObject
dc.type.review PeerReviewed
dc.description.status Publicado
dc.relation.publisherversion http://dx.doi.org/10.1109/TAI.1994.346453
dc.identifier.doi 10.1109/TAI.1994.346453
dc.rights.accessRights openAccess
dc.relation.eventdate 06 - 09 November 1994
dc.relation.eventnumber 6
dc.relation.eventplace New Orleans (Louisiana, USA)
dc.relation.eventtitle IEEE International Conference on Tools with Artificial Intelligence
dc.relation.eventtype proceeding
dc.identifier.publicationfirstpage 484
dc.identifier.publicationfirstpage 484
dc.identifier.publicationlastpage 490
dc.identifier.publicationlastpage 490
dc.identifier.publicationtitle Proceedings of the Sixth IEEE International Conference on Tools with Artificial Intelligence
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