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Publications:Selecting variables for neural network committees
Abstract <p>The aim of the variable selection<p>The aim of the variable selection is threefold: to reduce model complexity, to promote diversity of committee networks, and to find a trade-off between the accuracy and diversity of the networks. To achieve the goal, the steps of neural network training, aggregation, and elimination of irrelevant input variables are integrated based on the negative correlation learning (1) error function. Experimental tests performed on three real world problems have shown that statistically significant improvements in classification performance can be achieved from neural network committees trained according to the technique proposed.</p>rding to the technique proposed.</p>
Author Marija Bacauskiene + , Vladas Cibulskis + , Antanas Verikas +
Conference third International Symposium on Neural Networks, Chengdu, China, May 28 - June 1, 2006
DOI http://dx.doi.org/10.1007/11759966_123  +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:239219
EndPage 842  +
HostPublication Advances in neural networks - ISNN 2006 : third International Symposium on Neural Networks, Chengdu, China, May 28 - June 1, 2006 ; proceedings. I  +
PublicationType Conference Paper  +
Publisher Springer Berlin/Heidelberg  +
Series Lecture Notes in Computer Science ; 3971  +
StartPage 837  +
Title Selecting variables for neural network committees  +
Year 2006  +
Has queryThis property is a special property in this wiki. Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees + , Publications:Selecting variables for neural network committees +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:40:20  +
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