| 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 proposed technique is tested in three aggregation schemes, namely majority vote, averaging, and aggregation by the median rule and compared with the ordinary neural networks fusion approach. 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 +
|
| DOI
|
http://dx.doi.org/10.1142/S0129065702001229 +
|
| Diva
|
http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:285853
|
| EndPage
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361 +
|
| Issue
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5 +
|
| Journal
|
International Journal of Neural Systems +
|
| PublicationType
|
Journal Paper +
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| Publisher
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World Scientific +
|
| StartPage
|
351 +
|
| Title
|
Selecting neural networks for a committee decision +
|
| Volume
|
12 +
|
| Year
|
2002 +
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| Has queryThis property is a special property in this wiki.
|
Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
, Publications:Selecting neural networks for a committee decision +
|
| Categories |
Publication +
|
| Modification dateThis property is a special property in this wiki.
|
30 September 2016 20:41:40 +
|
