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Making the best of cases by approximation, interpolation and extrapolation

Lieber, Jean and Nauer, Emmanuel and Prade, Henri and Richard, Gilles Making the best of cases by approximation, interpolation and extrapolation. (2018) In: International Conference on Case Based Reasoning (ICCBR 2018), 9 July 2018 - 12 July 2018 (Stockholm, Sweden).

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Official URL: https://doi.org/10.1007/978-3-030-01081-2_38

Abstract

Case-based reasoning usually exploits source cases (consisting of a source problem and its solution) individually, on the basis of the similarity between the target problem and a particular source problem. This corresponds to approximation. Then the solution of the source case has to be adapted to the target. We advocate in this paper that it is also worthwhile to consider source cases by two, or by three. Handling cases by two allows for a form of interpolation, when the target problem is between two similar source problems. When cases come by three, it offers a basis for extrapolation. Namely the solution of the target problem is obtained, when possible, as the fourth term of an analogical proportion linking the three source cases with the target, where the analogical proportion handles both similarity and dissimilarity between cases. Experiments show that interpolation and extrapolation techniques are of interest for reusing cases, either in an independent or in a combined way.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. This papers appears in volume 11156 of Lecture Notes in Computer Science ISSN : 0302-9743 ISBN 978-3-030-01080-5 The original PDF is available at: https://link.springer.com/chapter/10.1007/978-3-030-01081-2_38
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
French research institutions > Institut National de la Recherche en Informatique et en Automatique - INRIA (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > University of Technology, Sydney - UTS (AUSTRALIA)
Other partners > Université de Lorraine (FRANCE)
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Deposited On:22 Nov 2019 14:35

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