International Journal of Computer Science and Information Security, Volume (6), No (2), Year (2009-11) , Pages (239-248)

Title : ( Designing Kernel Scheme for Classifiers Fusion )

Authors: Mohammad Mehdi Salkhordeh haghighi , Abedin Vahedian Mazloum , Hadi Sadoghi Yazdi , hamed modaghegh ,

Citation: BibTeX | EndNote

In this paper, we propose a special fusion method for combining ensembles of base classifiers utilizing new neural networks in order to improve overall efficiency of classification. While ensembles are designed such that each classifier is trained independently while the decision fusion is performed as a final procedure, in this method, we would be interested in making the fusion process more adaptive and efficient. This new combiner, called Neural Network Kernel Least Mean Square1, attempts to fuse outputs of the ensembles of classifiers. The proposed Neural Network has some special properties such as Kernel abilities, Least Mean Square features, easy learning over variants of patterns and traditional neuron capabilities. Neural Network Kernel Least Mean Square is a special neuron which is trained with Kernel Least Mean Square properties. This new neuron is used as a classifiers combiner to fuse outputs of base neural network classifiers. Performance of this method is analyzed and compared with other fusion methods. The analysis represents higher performance of our new method as opposed to others.

Keywords

classifiers fusion; combining classifiers; NN classifiers; kernel methods; least mean
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@article{paperid:1013415,
author = {Salkhordeh Haghighi, Mohammad Mehdi and Vahedian Mazloum, Abedin and Sadoghi Yazdi, Hadi and Modaghegh, Hamed},
title = {Designing Kernel Scheme for Classifiers Fusion},
journal = {International Journal of Computer Science and Information Security},
year = {2009},
volume = {6},
number = {2},
month = {November},
issn = {1947-5500},
pages = {239--248},
numpages = {9},
keywords = {classifiers fusion; combining classifiers; NN classifiers; kernel methods; least mean square;},
}

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%0 Journal Article
%T Designing Kernel Scheme for Classifiers Fusion
%A Salkhordeh Haghighi, Mohammad Mehdi
%A Vahedian Mazloum, Abedin
%A Sadoghi Yazdi, Hadi
%A Modaghegh, Hamed
%J International Journal of Computer Science and Information Security
%@ 1947-5500
%D 2009

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