Evolving Committees of Support Vector Machines 1st Edition by Valincius, Verikas, Bacauskiene, Gelzinis 9783540734987

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ISBN 13: 9783540734987

Author: D. Valincius, A. Verikas, M. Bacauskiene; A. Gelzinis

The main emphasis of the technique developed in this work for evolving committees of support vector machines (SVM) is on a two phase procedure to select salient features. In the first phase, clearly redundant features are eliminated based on the paired t-test comparing the SVM output sensitivity-based saliency of the candidate and the noise feature. In the second phase, the genetic search integrating the steps of training, aggregation of committee members, and hyper-parameter as well as feature selection into the same learning process is employed. A small number of genetic iterations needed to find a solution is the characteristic feature of the genetic search procedure developed. The experimental tests performed on five real world problems have shown that significant improvements in correct classification rate can be obtained in a small number of iterations if compared to the case of using all the features available.

Evolving Committees of Support Vector Machines 1st Table of contents:

1 Introduction
2 Procedure

3 Experimental Investigations

4 Conclusions

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