Towards a unified theory of adaptation in case-based reasoning
Identifieur interne : 00B150 ( Main/Merge ); précédent : 00B149; suivant : 00B151Towards a unified theory of adaptation in case-based reasoning
Auteurs : B. Fuchs [France] ; J. Lieber [France] ; A. Mille [France] ; A. Napoli [France]Source :
- Lecture notes in computer science [ 0302-9743 ] ; 1999.
Descripteurs français
- Pascal (Inist)
English descriptors
- KwdEn :
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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Mille</name><affiliation wicri:level="3"><inist:fA14 i1="03"><s1>LISA-CPE, 43, Bd du 11 Novembre 1918</s1><s2>69616 Villeurbanne</s2><s3>FRA</s3><sZ>3 aut.</sZ></inist:fA14><country>France</country><placeName><region type="region" nuts="2">Auvergne-Rhône-Alpes</region><region type="old region" nuts="2">Rhône-Alpes</region><settlement type="city">Villeurbanne</settlement></placeName></affiliation></author><author><name sortKey="Napoli, A" sort="Napoli, A" uniqKey="Napoli A" first="A." last="Napoli">A. Napoli</name><affiliation wicri:level="3"><inist:fA14 i1="02"><s1>LORIA - UMR 7503, BP 239</s1><s2>54506 Vandœuvre-lès-Nancy</s2><s3>FRA</s3><sZ>2 aut.</sZ><sZ>4 aut.</sZ></inist:fA14><country>France</country><placeName><region type="region" nuts="2">Grand Est</region><region type="old region" nuts="2">Lorraine (région)</region><settlement type="city">Vandœuvre-lès-Nancy</settlement></placeName></affiliation></author></analytic><series><title level="j" type="main">Lecture notes in computer science</title><idno type="ISSN">0302-9743</idno><imprint><date when="1999">1999</date></imprint></series></biblStruct></sourceDesc><seriesStmt><title level="j" type="main">Lecture notes in computer science</title><idno type="ISSN">0302-9743</idno></seriesStmt></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Adaptive system</term><term>Case based reasoning</term><term>Intelligent system</term><term>Learning systems</term><term>Problem solving</term></keywords><keywords scheme="Pascal" xml:lang="fr"><term>Système intelligent</term><term>Système apprentissage</term><term>Système adaptatif</term><term>Raisonnement basé sur cas</term><term>Résolution problème</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">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.</div></front></TEI><affiliations><list><country><li>France</li></country><region><li>Auvergne-Rhône-Alpes</li><li>Grand Est</li><li>Lorraine (région)</li><li>Rhône-Alpes</li></region><settlement><li>Lyon</li><li>Vandœuvre-lès-Nancy</li><li>Villeurbanne</li></settlement><orgName><li>Université Jean Moulin Lyon 3</li></orgName></list><tree><country name="France"><region name="Auvergne-Rhône-Alpes"><name sortKey="Fuchs, B" sort="Fuchs, B" uniqKey="Fuchs B" first="B." last="Fuchs">B. Fuchs</name></region><name sortKey="Lieber, J" sort="Lieber, J" uniqKey="Lieber J" first="J." last="Lieber">J. Lieber</name><name sortKey="Mille, A" sort="Mille, A" uniqKey="Mille A" first="A." last="Mille">A. Mille</name><name sortKey="Napoli, A" sort="Napoli, A" uniqKey="Napoli A" first="A." last="Napoli">A. 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