Towards a Unified Theory of Adaptation in Case-Based Reasoning
Identifieur interne : 002968 ( Istex/Curation ); précédent : 002967; suivant : 002969Towards a Unified Theory of Adaptation in Case-Based Reasoning
Auteurs : Béatrice Fuchs [France] ; Jean Lieber [France] ; Alain Mille [France] ; Amedeo Napoli [France]Source :
- Lecture Notes in Computer Science [ 0302-9743 ]
Abstract
Abstract: Case-based reasoning exploits memorized problem solving episodes, called cases, in order to solve a new problem. Adaptation is a complex and crucial step of case-based reasoning which is generally studied in the restricted framework of an application domain. This article proposes a first analysis of case adaptation independently from a specific application domain. It proposes to combine the retrieval and adaptation steps in a unique planning process that builds an ordered sequence of operations starting from an initial state (the stated problem) and leading to a final state (the problem once solved). Thus, the issue of case adaptation can be addressed by studying the issue of plan adaptation. Finally, it is shown how case retrieval and case adaptation can be related thanks to reformulations and similarity paths.
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DOI: 10.1007/3-540-48508-2_8
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lieber@loria.fr</mods:affiliation><country wicri:rule="url">France</country></affiliation></author><author><name sortKey="Mille, Alain" sort="Mille, Alain" uniqKey="Mille A" first="Alain" last="Mille">Alain Mille</name><affiliation><mods:affiliation>LISA-CPE, 43 Bd du 11 Novembre 1918, 69616 Villeurbanne Cedex</mods:affiliation></affiliation><affiliation wicri:level="1"><mods:affiliation>E-mail: am@cpe.fr</mods:affiliation><country wicri:rule="url">France</country></affiliation></author><author><name sortKey="Napoli, Amedeo" sort="Napoli, Amedeo" uniqKey="Napoli A" first="Amedeo" last="Napoli">Amedeo Napoli</name><affiliation><mods:affiliation>LORIA-UMR 7503, 239, 54506, Vandoeuvre-lés-Nancy Cedex</mods:affiliation></affiliation><affiliation wicri:level="1"><mods:affiliation>E-mail: napoli@loria.fr</mods:affiliation><country wicri:rule="url">France</country></affiliation></author></analytic><monogr></monogr><series><title level="s" type="main" xml:lang="en">Lecture Notes in Computer Science</title><idno type="ISSN">0302-9743</idno><idno type="ISSN">0302-9743</idno></series></biblStruct></sourceDesc><seriesStmt><idno type="ISSN">0302-9743</idno></seriesStmt></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">Abstract: Case-based reasoning exploits memorized problem solving episodes, called cases, in order to solve a new problem. 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