Sentence examples for selecting the most useful from inspiring English sources

From Table 5, we conclude that while tensor sketch sorts to conserve discriminative power using as few dimension as possible, MI emphasizes on selecting the most useful information in a given dimension.

Fig. 5 Examples sampled from four datasets and their corresponding visualized activation map and weighted map From Table 5, we conclude that while tensor sketch sorts to conserve discriminative power using as few dimension as possible, MI emphasizes on selecting the most useful information in a given dimension.

This resulted in selecting the most useful model.

Active learning approaches [13, 33, 36] reduce label complexity by analyzing unlabeled instances and selecting the most useful ones once labeled.

However, when we have a set of highly correlated signals (e.g., several ECG channels), making p→∞ tends to perform better; this is similar to selecting the most useful signal Ŷ i 1 = Ŷ i k, where k = arg max j = 2, 3, …, m w i j.

Two rules are used to select the most useful pathways.

In the recent Tox21 program, the results obtained from ToxCast were used to select the most useful bioassays as the testing battery for a much larger database.

IRT can be used to select the most useful items for a shortened scale, and to develop a scoring algorithm that predicts the total score on the full scale [ 15, 16].

Then a feature selection is used in the learning process to select the most useful features to train a classifier.

To select the most useful features, attribute selection algorithms, such as information gain and entropy, were employed.

Therefore, to reduce the number of channels, the authors used a heuristic algorithm, namely, l 1 norm, to select the most useful channels, and then extract the features from the selected channels using the CSP.