Sentence examples for labeled dataset from inspiring English sources

In the next iteration (iteration 2) in Figure 4, the labeled dataset is increased by the two pseudo-labeled data points L = { (x 1, + 1 ), (x 2, + 1 ), (x 3, - 1 ), (x 4, - 1 ) }, and the unlabeled data set is decreased to U = { x 3 }.

The supervised anomaly detection approaches require the labeled dataset so as to establish anomaly detection models.

But since we had a labeled dataset available to us, we adopted the route of classes-to-clusters evaluation.

We amalgamate autoencoder and predictor architectures using an adaptive weighting scheme coping with a reduced size labeled dataset, while enriching our models from enormous unlabeled sets.

However, using the machine learning algorithm, reliable labeled dataset is required and performance of the system depends on the learning algorithm.

However, in order to use supervised learning, one must have a labeled dataset, which can be difficult (if not impossible) to acquire in the area of review spam.

Those could be turned into labeled datasets to train algorithms to categorize text they've never seen before.

A key aspect in evaluating sentiment analysis methods consists of using accurate gold standard labeled datasets.

VADER [15] compared results with lexical approaches considering labeled datasets from different social media data.

'Deep Learning' has made it algorithmically feasible to tap that data, but to use Deep Learning we need to train the model with labeled datasets.

"Innovation of AI algorithms is fueled by large, high-quality, labeled datasets like SpaceNet and flexible, open-source machine learning tools," said Dr. Jon Barker, Solutions Architect at NVIDIA.