| Abstract
|
<p>To improve recognition results, d … <p>To improve recognition results, decisions of multiple neural networks can be aggregated into a committee decision. In contrast to the ordinary approach of utilizing all neural networks available to make a committee decision, we propose creating adaptive committees, which are specific for each input data point. A prediction network is used to identify classification neural networks to be fused for making a committee decision about a given input data point. The jth output value of the prediction network expresses the expectation level that the jth classification neural network will make a correct decision about the class label of a given input data point. The effectiveness of the approach is demonstrated on two artificial and three real data sets.</p>ficial and three real data sets.</p>
|
| Author
|
Antanas Verikas +
, Arunas Lipnickas +
, Kerstin Malmqvist +
|
| Conference
|
12th International Conference on Artifical Neural Networks (ICANN 2002), AUG 28-30, 2002, MADRID, SPAIN
|
| DOI
|
http://dx.doi.org/10.1007/3-540-46084-5_68 +
|
| Diva
|
http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:1195561
|
| EndPage
|
425 +
|
| HostPublication
|
ARTIFICIAL NEURAL NETWORKS - ICANN 2002 +
|
| PublicationType
|
Conference Paper +
|
| Publisher
|
Springer Berlin/Heidelberg +
|
| Series
|
Lecture Notes in Computer Science ; 2415 +
|
| StartPage
|
420 +
|
| Title
|
Selecting neural networks for making a committee decision +
|
| Volume
|
2415 +
|
| Year
|
2002 +
|
| Has queryThis property is a special property in this wiki.
|
Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
, Publications:Selecting neural networks for making a committee decision +
|
| Categories |
Publication +
|
| Modification dateThis property is a special property in this wiki.
|
5 April 2018 20:22:33 +
|
