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It significantly improves the generalization capabilities of existing RNN-based models.
Experiments show that the proposed method consistently improves the generalization performances of existing deep core vector machine.
Experimental results show that the proposed method reduces the training time and improves the generalization capability of the network than the multilayer perceptron networks.
However, this theory fails in explaining the effectiveness of AdaBoost which constantly improves the generalization performance by adding more base classifiers but it increases the variance.
This control parameter can be regarded as a regularization term added to the error function of ME to establish better balance in bias variance covariance trade-offs and thus improves the generalization ability.
On the other hand, kernel learning techniques aim at constructing kernel matrices whose structure is well aligned with the learning target, which improves the generalization performance of kernel methods.
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Experimental results suggest that it might improve the generalization ability of the resulting neural network.
Then, the hidden neurons of RSONN can be added or pruned to improve the generalization performance.
Bayesian regularization was used to improve the generalization of the MLP network.
Finally, the use of jitter and committees to improve the generalization ability of networks is considered.
Bayesian regularization is applied to our network training scheme to improve the generalization capability.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com