Sentence examples for using the optimal training from inspiring English sources

For example, a SNR gain using the optimal training signal is more than 5 dB in most cases.

In this section, we use computer simulations to study the performance of the CFO estimation using CAZAC sequences and demonstrate the performance gain achieved by using the optimal training sequences.

The simulation results demonstrate that the gain in the estimation performance from using the optimal training sequence increases considerably with increasing spatial fading correlation, especially in strong interference environments.

Using the optimal parameters, training of SVM is carried out for the learning of defective conditions of the pump.

From the conditions (24) and (25) expressed in the time domain, it is clear that the set of zero-correlation zone (ZCZ) sequences [21, 22] with family size 2, sequence length N, and ZCZ L ~ max can be used as the optimal training sequences of the LS and LMMSE estimators.

The LS-SVM for SMES controllers are trained using the optimal LS-SVM parameters optimized by a particle swarm optimization and the reduced data.

Both the predictions calculated during model training (using the optimal parameter values), i.e. cross-validated predictions, as well as the predictions on the test set were used.

A model is then trained on the whole training set using the optimal hyper-parameter values, and the predictive power of this model is assessed on the test set.

We also devise the model compensation scheme by synthesizing the training data using the optimal regression parameters and by selecting the optimal HMM for the test speech.

We then used LIBSVM's svm-train to learn an SVM from the entire training data set using the optimal number of bins (1,000) for 10 kb windows.

A DLDA classification rule was constructed from the complete training set data using the optimal number of genes estimated via the LOOCV stage of the analysis.