Sentence examples for via the supervised from inspiring English sources
The advantages of such a strategy are that there is no need to completely label a large collection of data (as some unlabeled data is expected) and that the model has some prior knowledge (via the supervised data) to capture relevant class/label information in the data.
Via the multiple latent graphs constructed, the supervised knowledge can be propagated from labeled to unlabeled nodes effectively to boost the prediction performance.
Figure 2 shows the supervised training via the Patient Briefcase.
In the supervised back-propagation phase, the network weights are fine-tuned in a supervised manner.
This was implemented via the 'missForest' package available in R. 5 9 The nearest neighbour algorithms were originally proposed in the supervised pattern recognition literature.
The supervised classifiers outperform the unsupervised ones.
YP also coordinated the supervised analysis.
By leveraging the labeled information via supervised learning, the learned features are endowed with more discriminative power.
If the map is constructed via supervised classification, then the training sample provides a potential alternative source of data for accuracy assessment.
By treating the digitized microstructure image as a set of training data, we generically learn the stochastic nature of the microstructure via fitting a supervised learning model to it (we focus on classification trees).
