Sentence examples for increase in dataset from inspiring English sources

Our results demonstrate that deep learning models can not only benefit more with an increase in dataset size compared to traditional ML models, but also deep learning can outperform them even at relatively smaller dataset size of around 4k samples.

The reduced costs have made the machines more available which has caused an increase in dataset size, the number of datasets, and hence the number of users [2].

This could occur because the number of features in each feature vector is determined by the existence of a particular feature across the entire dataset, as explained in Section 4. Empirical evidence is needed to determine if an increase in dataset will significantly increase the computational complexity of the mAIS.

This is by itself a significant factor since the increase in dataset size associated with the new data collection methods can be over an order of magnitude.

Similarly, this increase in dataset size reduced overestimation of branch lengths of 0.01 substitution/site to 1%.

The trends in Table 3 and other results not shown indicate that, while increases in dataset size, relatedness/effective population size, and SNP density each increase computation time, consistent trends across all datasets and scenarios do not exist.

Although the error rates increased in datasets "yeast" and "musk", the behavior of yeast is mainly due to the fact that it has the smallest data size.

The error curve has a steeper reduction in test error with the increase in training dataset size in the DNN model compared to Random Forest models.

For larger artificial datasets, the gap in performance between the top N resampling approaches and the sum of ranks and sum of SNRs widens, indicating that the latter two methods profit more from an increase in artificial dataset size.

However, when the number of instances per taxon set is increased (as in dataset D2), this method can perform very badly for some instances [see Fig. 5(d)], although the average PR values remain low.

The frequency of Mid-banded (among banded) increased in the dataset as a whole (Table 2) and among the 245 paired samples taken from hedges (Table 3).