Publications:Almost Linear Biobasis Function Neural Networks
From ISLAB/CAISR
| Title | Almost Linear Biobasis Function Neural Networks |
|---|---|
| Author | Liwen You and Thorsteinn Rögnvaldsson |
| Year | 2007 |
| PublicationType | Conference Paper |
| Journal | |
| HostPublication | The 2007 International Joint Conference on Neural Networks : IJCNN 2007 conference proceedings : August 12-17, 2007, Resaissance Orlando Resort, Orlando, Florida, USA |
| Conference | The 2007 International Joint Conference on Neural Networks |
| DOI | http://dx.doi.org/10.1109/IJCNN.2007.4371226 |
| Diva url | http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:327085 |
| Abstract | 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. |
