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Publications:Almost Linear Biobasis Function Neural Networks
Abstract <p>An analysis of biobasis function <p>An analysis of biobasis function neural networks is presented, which shows that the similarity metric used is a linear function and that bio-basis function neural networks therefore often end up being just linear classifiers in high dimensional spaces. This is a consequence of four things: the linearity of the distance measure, the normalization of the distance measure, the recommended default values of the parameters, and that biological data sets are sparse.</p>biological data sets are sparse.</p>
Author Liwen You + , Thorsteinn Rögnvaldsson +
Conference The 2007 International Joint Conference on Neural Networks
DOI http://dx.doi.org/10.1109/IJCNN.2007.4371226  +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:327085
EndPage 1778  +
HostPublication The 2007 International Joint Conference on Neural Networks : IJCNN 2007 conference proceedings : August 12-17, 2007, Resaissance Orlando Resort, Orlando, Florida, USA  +
PublicationType Conference Paper  +
Publisher IEEE Press  +
Series International Conference on Neural Networks ; 2007  +
StartPage 1774  +
Title Almost Linear Biobasis Function Neural Networks  +
Year 2007  +
Has queryThis property is a special property in this wiki. Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks + , Publications:Almost Linear Biobasis Function Neural Networks +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:40:53  +
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