| Abstract
|
<p>To improve recognition results, d … <p>To improve recognition results, decisions of multiple neural networks can be aggregated into a committee decision. Aggregation weights assigned to neural networks or groups of networks can be the same in the entire data space or can be different (data dependent) in various regions of the space. In this paper, we propose a method for obtaining data dependent aggregation weights. The proposed approach is tested in two aggregation schemes, namely aggregation through neural network selection, and aggregation by the Choquet integral with respect to the lambda-fuzzy measure. The effectiveness of the approach is demonstrated on two artificial and three real data sets.</p>ficial and three real data sets.</p>
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| Author
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Antanas Verikas +
, Arunas Lipnickas +
|
| DOI
|
http://dx.doi.org/10.1023/A:1019703911322 +
|
| Diva
|
http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:285845
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| EndPage
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65 +
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| Issue
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1 +
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| Journal
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Neural Processing Letters +
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| PublicationType
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Journal Paper +
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| Publisher
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Springer +
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| StartPage
|
53 +
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| Title
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Fusing neural networks through space partitioning and fuzzy integration +
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| Volume
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16 +
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| Year
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2002 +
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| Has queryThis property is a special property in this wiki.
|
Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
, Publications:Fusing neural networks through space partitioning and fuzzy integration +
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| Categories |
Publication +
|
| Modification dateThis property is a special property in this wiki.
|
30 September 2016 20:39:52 +
|
