| Abstract
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<p>We present a neural network based … <p>We present a neural network based approach for identifying salient features for classification in neural network committees. Our approach involves neural network training with an augmented cross-entropy error function. The augmented error function forces the neural network to keep low derivatives of the transfer functions of neurons of the network when learning a classification task. Such an approach reduces output sensitivity to the input changes. Feature selection is based on the reaction of the cross-validation data set classification error due to the removal of the individual features. We compared the approach with two other neural network based feature selection methods. The algorithm developed outperformed the methods by achieving a higher classification accuracy on three real world problems tested. ©2002 IEEE</p>orld problems tested. ©2002 IEEE</p>
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| Author
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Antanas Verikas +
, Marija Bacauskiene +
, Kerstin Malmqvist +
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| Conference
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International Joint Conference on Neural Networks (IJCNN '02), Honolulu, HI, United States, 12-17 May, 2002
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| DOI
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http://dx.doi.org/10.1109/IJCNN.2002.1005472 +
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| Diva
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http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:1254348
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| EndPage
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220 +
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| HostPublication
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Proceedings of the International Joint Conference on Neural Networks +
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| PublicationType
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Conference Paper +
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| Publisher
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IEEE +
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| StartPage
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215 +
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| Title
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Selecting features for neural network committees +
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| Year
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2002 +
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| Has queryThis property is a special property in this wiki.
|
Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
, Publications:Selecting features for neural network committees +
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| Categories |
Publication +
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| Modification dateThis property is a special property in this wiki.
|
9 October 2018 20:22:28 +
|
