Sentence examples for sample instance from inspiring English sources

For further explanation of the model structure, sample instance level diagrams illustrating some typical situations are also included.

Table 1 Primary classes, their description, sample instance data sources and the number of sample annotated instances.

A tap is taken after each element, and, at any sample instance, the value of the sample is multiplied by a filter coefficient.

To carry out the data pre-processing, the algorithm first calculated the center of positive class instances, and then sample instance points along the line between the center and each positive class instance, in a similar style than SMOTE [28].

Next, for each instance point in the new positive class, the method first finds its k-nearest neighbors in negative class instances with MapReduce, and then sample instance points along the line between the instance and its k-nearest negative neighbors.

Right click on the sample instance you made and select "create image".

In this way, it does not need to delete any sample instances.

Table 1 shows the statistics of sample instances of primary classes as well as sample primary data sources.

In the second stage, the algorithm sample instances l times from the negative class with the same size as the generated positive class instances.

The algorithm converged in three iterations for a set of sample instances, obtaining the same outcome in comparison with a more intuitive, exact, but more time-consuming search procedure.

In order to improve the accuracy of air quality forecasting, there are usually three approaches to deal with missing data before modeling: (1) deleting sample instances with missing data; (2) replacing missing values; and (3) using multiple imputations.