Conference Proceedings

International Conference on Advances In Computing, Electronics and Electrical Technology CEET 2014

Ensemble Selection using Simulated Annealing Walking

Author(s) : HEDIEH SAJEDI, ZAHRA SADAT TAGHAVI

Abstract

Pruning an ensemble of classifiers is one of the most significant and effective issues in ensemble method topic. This paper presents a new ensemble pruning method inspired by upward stochastic walking idea. Our proposed method incorporates simulated annealing algorithm and forward selection method for selecting models through the ensemble according to the probabilistic steps. Experimental comparisons of the proposed method versus similar ensemble pruning methods on a heterogeneous ensemble of classifiers demonstrate that it leads to better predictive performance and small-sized pruned ensemble. One of the reasons of these promising results is more time which our method spends for finding the best models of ensemble compared with rivals.

Conference Title : International Conference on Advances In Computing, Electronics and Electrical Technology CEET 2014
Conference Date(s) : 02 - 03 August, 2014
Place : Hotel G Tower, Kuala Lumpur, Malaysia
No fo Author(s) : 2
DOI : 10.15224/978-1-63248-005-7-97
Page(s) : 184 - 188
Electronic ISBN : 978-1-63248-005-7
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