Sentence examples for use instances from the from inspiring English sources

We use instances from the sentiment 140 corpus [21] as training, validation and test data.

The model is evaluated and compared to other exact and non-exact models using instances from the literature and scenarios inspired from real precast constructions.

In addition, using instances from literature, we compare our best procedure with previously reported methods, showing that the proposed procedure outperforms them in terms of solution quality and in elapsed CPU time to reach the solution.

We test the performance of ALNS by using benchmark instances from the recent literature.

Table 4 shows the precision, recall, and F-score for each category using all instances from the top eight genes, for both the two-stage classifier and the single-stage classifier.

The experiments are carried out using published standard instances from the literature.

RFs are constructed using residue-wise data instances from the protein sequences of the DBP-374 dataset.

A modified depth-first search algorithm is used to extract motif instances from the underlying Ondex knowledge network.

The proposed LP embedded PTS RFBS approach is used to solve thirteen FLP instances from the literature with varying sizes.

The second method used is upsampling, in which instances from the classes with proportionally low numbers of instances are duplicated to reach a more balanced class distribution.

For a typical linear classifier, a data instance is represented as an n-dimensional vector, and an (n – 1) dimensional hyperplane is used to separate the positive instances from the negative ones.