Comparison of the effectiveness of different cost functions in global optimization techniques. Zanchettin, C. & Ludermir, T. In IEEE International Conference on Neural Networks - Conference Proceedings, 2007. doi abstract bibtex It is present herein an evaluation of the effect of different cost functions on a methodology that integrates heuristic tabu search, simulated annealing, genetic algorithms and backpropagation. We investigated five cost function approaches: the average method, weighted average, weight-decay, multi-objective optimization, combined multi-objective and weight-decay. The weight-decay approach presented promising results in the optimization process. The experiments were performed in four classifications and one prediction problem. ©2007 IEEE.
@inproceedings{
title = {Comparison of the effectiveness of different cost functions in global optimization techniques},
type = {inproceedings},
year = {2007},
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abstract = {It is present herein an evaluation of the effect of different cost functions on a methodology that integrates heuristic tabu search, simulated annealing, genetic algorithms and backpropagation. We investigated five cost function approaches: the average method, weighted average, weight-decay, multi-objective optimization, combined multi-objective and weight-decay. The weight-decay approach presented promising results in the optimization process. The experiments were performed in four classifications and one prediction problem. ©2007 IEEE.},
bibtype = {inproceedings},
author = {Zanchettin, C. and Ludermir, T.B.},
doi = {10.1109/IJCNN.2007.4371385},
booktitle = {IEEE International Conference on Neural Networks - Conference Proceedings}
}
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