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Extracting Decision Rules from Qualitative Data Using Sugeno Integral: A Case-Study

Dubois, Didier and Durrieu, Claude and Prade, Henri and Rico, Agnès and Ferro, Yannis Extracting Decision Rules from Qualitative Data Using Sugeno Integral: A Case-Study. (2015) In: 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2015), 15 July 2015 - 17 July 2015 (Compiègne, France).

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Official URL: http://dx.doi.org/10.1007/978-3-319-20807-7 2

Abstract

This paper deals with knowledge extraction from experimental data in multifactorial evaluation using Sugeno integrals. They are qualitative criteria aggregations where it is possible to assign weights to groups of criteria. A method for deriving such weights from data is recalled. We also present results in the logical representation of Sugeno integrals. Then we show how to extract if-then rules expressing the selection of good situations on the basis of local evaluations, and rules to detect bad situations. We illustrate such methods on a case-study in the area of water ecosystem health.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. This papers appears in Volume 9161 Lecture Notes in Artificial Intelligence ISSN : 0302-9743. ISBN: 978-3-319-20806-0. The original PDF is available at : http://www.springer.com/us/book/9783319208060
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Other partners > Ecole Nationale des Travaux Publics de l'Etat - ENTPE (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Institut National de la Recherche Agronomique - INRA (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université Claude Bernard-Lyon I - UCBL (FRANCE)
Other partners > Université Lumière-Lyon 2 (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:07 Mar 2016 12:54

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