Corresponding results for ensembles of triphone models indicated that the boosting-based approaches could not increase generalisation performance, achieving a word error rate of 5.1%.
The inclusion of context in our analysis increases the generalisation potential of the study.
49 Taking the context into account in the production of outcomes increases the generalisation potential of the study.
Data analysis was carried out autonomously by three researchers, by means of successive steps, each of which represents an increasing level of generalisation: Each researcher identified all propositions held personally to be significant, without considering their relations with other parts of the text, accompanying them with his own comments.
Reports of running movements were associated with classification as a primary generalised seizures and focal seizures with secondary generalisation, with their absence increasing the likelihood of classification as a focal seizure 9.75 fold vs. a primary generalised seizure (p < 0.001).
The second is that the state-locked multistream decoding techniques that were investigated for model recombination led to an increase in generalisation error as the inference performed is very approximate.
Since previous studies in nonsequential classification problems had shown that an increase in generalisation performance may be obtained through the use of those two ensemble methods, it was expected that they would have a similar effect on performance in phoneme classification tasks.
A limitation regarding this generalisation is the computational complexity with increasing numbers of classes.
As long as the error on the testing pattern decreased, the training process was allowed to proceed and terminated only when the error started increasing since at this point, the network is believed to have achieved convergence/generalisation.
The detected low CCG/CGG frequency in Allium contradicts the earlier reported generalisation that an increased CCG/CGG frequency is specific for monocots [ 12, 18, 43].
