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A regular observer, however, can spot changes in training patterns, energy levels, and work rates.
General possibility of increasing training speed (in term of consumed training patterns) of autoencoders is confirmed.
The second one acts to reduce the number of training patterns involved in the design process.
To assess the current distribution and training patterns of pediatric nurse practitioners (PNPs).
This method can effectively consider uncertainties of measured data from which training patterns are generated.
First, a Bayesian mixture model is developed based on the training patterns.
Additionally, it does not require the communication of training patterns, which is a crucial component in realistic big data implementations.
It incorporates terms representing positive and negative correlation of pairs of training patterns with respect to class labels.
It was found that accuracy of predictions depended more on the number of training patterns used than on the ANN architecture.
The second novelty consists of the introduction of a new criterion for the removal of tough training patterns that generate the problem of over-fitting.
Due to the relatively small number of training patterns, the regularization technique was also employed in order to improve the network generalization.
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