Article
Sensitivity versus accuracy in multiclass problems using memetic Pareto evolutionary neural networks.
IEEE transactions on neural networks - 1 May 2010
Fernández Caballero Juan Carlos, Martínez Francisco José, Hervás César, Gutiérrez Pedro Antonio
Abstract excerpt
This paper proposes a multiclassification algorithm using multilayer perceptron neural network models. It tries to boost two conflicting main objectives of multiclassifiers: a high correct classification rate level and a high classification rate for each class. This last objective is not usually optimized in classification, but is considered here given the need to obtain high precision in each class in real...
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