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Publications:Selecting salient features for classification based on neural network committees
Abstract <p>Aggregating outputs of multiple c<p>Aggregating outputs of multiple classifiers into a committee decision is one of the most important techniques for improving classification accuracy. The issue of selecting an optimal subset of relevant features plays also an important role in successful design of a pattern recognition system. In this paper, we present a neural network based approach for identifying salient features for classification in neural network committees. Feature selection is based on two criteria, namely the reaction of the cross-validation data set classification error due to the removal of the individual features and the diversity of neural networks comprising the committee. The algorithm developed removed a large number of features from the original data sets without reducing the classification accuracy of the committees. The accuracy of the committees utilizing the reduced feature sets was higher than those exploiting all the original features.</p>iting all the original features.</p>
Author Marija Bacauskiene + , Antanas Verikas +
DOI http://dx.doi.org/10.1016/j.patrec.2004.08.018  +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:237419
EndPage 1891  +
Issue 16  +
Journal Pattern Recognition Letters  +
PublicationType Journal Paper  +
Publisher Elsevier Science  +
StartPage 1879  +
Title Selecting salient features for classification based on neural network committees  +
Volume 25  +
Year 2004  +
Has queryThis property is a special property in this wiki. Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees + , Publications:Selecting salient features for classification based on neural network committees +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:40:30  +
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