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Assessing confidence in cased based reuse step
dc.contributor.author | García, Fabio A. |
dc.contributor.author | Orozco, Francisco J. |
dc.contributor.author | Gonzàlez, Jordi |
dc.contributor.author | Arcos, Lluis |
dc.contributor.other | Institut de Robòtica i Informàtica Industrial |
dc.date.accessioned | 2009-03-13T09:20:35Z |
dc.date.available | 2009-03-13T09:20:35Z |
dc.date.created | 2007 |
dc.date.issued | 2007 |
dc.identifier.citation | García, Fabio A.; Orozco, Francisco J.; Gonzàlez, Jordi; Arcos, Lluis. "Assessing confidence in cased based reuse step". 10è International Conference of the Catalan Association for Artificial Intelligence (CCIA), Principat d'Andorra, 2007. A: Frontiers in Artificial Intelligence and Applications, vol. 136. : IOS Press , 2007, p. 161-168. |
dc.identifier.uri | http://hdl.handle.net/2117/2679 |
dc.description.abstract | Case-Based Reasoning (CBR) is a learning approach that solves current situations by reusing previous solutions that are stored in a case base. In the CBR cycle the reuse step plays an important role into the problem solving process, since the solution for a new problem is based in the available solutions of the retrieved cases. In classification tasks a trivial reuse method is commonly used, which takes into account the most frequently solution proposed by the set of retrieved cases. We propose an alternative reuse process; we call confidence-reuse method, which make a qualitative assessment of the information retrieved. This approach is focused on measuring the solution accuracy, applying some confidence predictors based in a k-NN classifier with the aim of analyzing and evaluating the information offered by the retrieved cases. |
dc.format.extent | p. 161-168 |
dc.language.iso | eng |
dc.publisher | IOS Press |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial |
dc.subject.lcsh | Artificial intelligence |
dc.title | Assessing confidence in cased based reuse step |
dc.type | Part of book or chapter of book |
dc.subject.lemac | Intel·ligència artificial |
dc.description.peerreviewed | Peer Reviewed |
dc.subject.inspec | Classificació INSPEC::Cybernetics::Artificial intelligence |
dc.rights.access | Open Access |
dc.relation.projectidctt | J-0929 |
local.personalitzacitacio | true |
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