Sentence examples for many training samples from inspiring English sources

LDA has shown to outperform PCA in the cases where there are many training samples [29].

Therefore, collecting many training samples and the associated long training time lead to considerable work and difficulty for researchers in the field of pattern recognition.

However, the accuracies of these methods can be affected by the detection performance in the face region and these methods require many training samples [31].

Therefore, it is still very important that research on solving both the problems associated with collecting many training samples and those associated with long training time continue until effective, practical solutions are developed.

Although it is quite easy to collect many training samples from the Internet nowadays, collecting a large number of samples for training these object detectors [14-16] [14-16]ch engines is easier said than done.

However, as image annotation system needs to handle a large number of classes and most classes may require many training samples due to significant intraclass shape and appearance variations, it is important that the learning does not involve any human interaction.

This permitted a review of classification error: how many training set samples were incorrectly assigned, and classification performance: the range of probabilities observed ahead of deciding the test priorities for scant case material.

This signifies that the user pdf modelled from as many representative training samples as possible to avoid such trivial improvement or deterioration scenarios.

However, machine learning processes require many offline training samples, which need to be visually inspected and manually labeled as different artifacts.

If the training data are not linearly separable, it means the SVM classifier can find only the optimal separating hyperplane that separates many but not all training samples.

In this case, so many i.i.d and target-free training samples are difficult to be obtained.