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| HAL : hal-00137983, version 1 |
| DOI : 10.1109/FUZZY.2007.4295623 |
| Fiche détaillée |  Récupérer au format |
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| 16th International Conference on Fuzzy Systems - FUZZIEEE'07, Londres : United Kingdom (2007) |
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| A feature selection method based on Choquet Integral and Typicality Analysis |
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| Cyril Mazaud 1Jan Rendek 2 |
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| (23/07/2007) |
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| In this paper, we present an iterative feature selection method based on feature typicality and interactivity analysis. The aim of such a method is to enhance model interpretability by selecting the best significant features among a list extracted from images. The inference mechanism uses a fuzzy linguistic rule-based system. In the presented application, we apply this method to wood defect classification. Nowadays, feature selection is expertise-driven and most of the time, expert uses features by habits which not always represent the best ones to use. The proposed method aims to replace expert selection by automatically choosing the most adapted features to the recognition problem. |
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| 1 : | Centre de recherche en automatique de Nancy (CRAN) |
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CNRS : UMR7039 – Université Henri Poincaré - Nancy I – Institut National Polytechnique de Lorraine (INPL) |
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| 2 : | QGAR (INRIA Lorraine - LORIA) |
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INRIA – Université Henri Poincaré - Nancy I – Université Nancy II – Institut National Polytechnique de Lorraine (INPL) – CNRS : UMR7503 |
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| SYMPA |
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| Domaine | : | Sciences de l'ingénieur/Traitement du signal et de l'image Sciences de l'ingénieur/Automatique / Robotique Informatique/Traitement du signal et de l'image |
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| Liste des fichiers attachés à ce document : | |||||
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| hal-00137983, version 1 | |
| http://hal.archives-ouvertes.fr/hal-00137983 | |
| oai:hal.archives-ouvertes.fr:hal-00137983 | |
| Contributeur : Vincent Bombardier | |
| Soumis le : Lundi 7 Janvier 2008, 09:41:05 | |
| Dernière modification le : Lundi 21 Janvier 2008, 16:51:59 | |
