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The innovations of KPNS are as follows: 1) the number of proactive nodes are dynamically adjusted based on prediction accuracy of target trajectory.
During model development three different training algorithms have been used and the performance of these training algorithms has been evaluated in this study based on prediction accuracy, generalization capability and iteration time to train the algorithm.
The AM1-BCC method was better than most charge-assigning methods based on prediction accuracy, though it was not successful in yielding overall higher cross-validation correlation coefficient (q2) values than others.
The ANN with Bayesian regularization method performed equally well for prediction of EPD as BayesCpC, based on prediction accuracy and sum of squared errors.
Models were compared based on prediction accuracy, evaluated in a 20-fold cross-validation with subjects assigned to folds at random.
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This study evaluates the performance of learning algorithms in analgesic consumption prediction based on predictive accuracy instead of the performance measure used in ordinal classification [ 32].
Instead of evaluating accuracy based on prediction of the peak time, we focused on the accuracy of classification.
We evaluated accuracy of forecast based on prediction of the peak time.
A stochastic-ranking selection scheme based on the prediction accuracy is designed to improve EA + predictor under unreliable prediction, where the prediction accuracy is based on the rank of the individuals but not the fitness.
The predictivity of a fitted model using all the samples is estimated based on the prediction accuracy for the test set.
GENCO will reward EP with a fraction of discount based on their prediction accuracy.
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