A Fast Learning Strategy Using Pattern Selection for Feedforward Neural Networks
Identifieur interne : 004F69 ( Main/Exploration ); précédent : 004F68; suivant : 004F70A Fast Learning Strategy Using Pattern Selection for Feedforward Neural Networks
Auteurs : Szilárd Vajda [France] ; Yves Rangoni [France] ; Hubert Cecotti [France] ; Abdel Belaïd [France]Source :
English descriptors
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Abstract
Intelligent pattern selection is an active learning strategy where the classifiers select during training the most informative patterns. This paper investigates such a strategy where the informativeness of a pattern is measured as the approximation error produced by the classifier. The algorithm builds the training corpus starting from a small randomly chosen initial dataset and new patterns are added to the learning corpus based on their error sensitivity. The training dataset expansion is based on the selection of the most erroneous patterns. Our experimental results on MNIST 1 separated digit dataset show that only 3.26%of training data are sufficient for training purpose without decreasing the performance (98.36%) of the resulting neural classifier.
Url:
Affiliations:
- France
- Grand Est, Lorraine (région)
- Nancy
- Institut national polytechnique de Lorraine, Université Nancy 2, Université de Lorraine
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Le document en format XML
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<profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>Pattern selection</term>
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<front><div type="abstract" xml:lang="en">Intelligent pattern selection is an active learning strategy where the classifiers select during training the most informative patterns. This paper investigates such a strategy where the informativeness of a pattern is measured as the approximation error produced by the classifier. The algorithm builds the training corpus starting from a small randomly chosen initial dataset and new patterns are added to the learning corpus based on their error sensitivity. The training dataset expansion is based on the selection of the most erroneous patterns. Our experimental results on MNIST 1 separated digit dataset show that only 3.26%of training data are sufficient for training purpose without decreasing the performance (98.36%) of the resulting neural classifier.</div>
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