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Empirical results illustrate that the HMDDE produces a better generalization performance.
Therefore, the RVM has a better generalization ability and more robust to noises or outliers.
The ANFIS approach demonstrates a better generalization capability and slightly higher performance than the ANN, especially for peak discharges.
The problem of choosing a good parameter setting for a better generalization performance in a learning task is the so-called model selection.
The study results clearly show that the ICGA SRAN classifier produces a better generalization performance with a smaller number of features, lower misclassification rate and a compact network.
The results of the study show that GP provides greater accuracy in validation tests, demonstrating a better generalization capability than ANN.
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A practical way to find a point of better generalization is to use a small percentage (around 10%) of the training set for cross-validation.
This is an improvement of 7.7 % when compared to the BP trained model, and it could be an indication of better generalization and ability to avoid local minima trap.
As a result, ICBP possesses better generalization and adaptability although it has less adjustable weights compared to CBP.
In all these experiments, K and (T_mathrm{L=3}) values are selected in such a way that gives better generalization performance.
According to good classification by the correct rate of a neural network classifier, a multilayer perceptron (MLP) classifier with better generalization, as well as, addition of time-frequency features set for classifying six difierent modulation types has been proposed.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com