Sentence examples for unbalanced learning from inspiring English sources

A review of the flagged items by three test reviewers found a myriad of potential factors including unbalanced learning opportunities, which may contribute to performance differences between two groups.

Since the sizes of the original positive and negative sets differ by a factor of about 6 (unbalanced learning set), to generate a balanced learning set, the 15214 positive target interactions (cancer PPIs) were kept, and a total of 15214 noncancer PPIs were randomly selected from the negative set.

In predicting gene function, discriminative learning algorithms are challenged by the small number of positive genes (genes annotated to a given category) for many categories, which is known as the problem of learning with unbalanced data.

New counters should begin learning with an unbalanced count system.

Building a robust classifier when learning from a highly unbalanced dataset is very difficult; minimizing the classification error typically causes the larger class to overwhelm the smaller one.

Realizing things will always be unbalanced with life's unpredictability and learning to be calm and cope with that reality.

Recently, more and more Chinese researchers and educators raise concerns about unequal OTL and unbalanced development in teacher and staff development, teaching resources, learning materials, and school activities and involvement for disadvantaged groups and individuals (Hong 2004; Wang 2011).

Another limitation is that mutation archives often have an unbalanced proportion of disease-causing gene variants, and appropriate machine learning techniques must be used to compensate for uneven training and test data.

The main motivation here was to assemble reasonably sized datasets for each activity class, suitable for comparing the performance of the machine learning methods included in the study while avoiding creating highly unbalanced datasets.

It is a well-known fact that machine learning techniques, particularly SVM-based models perform poor especially when positive and negative dataset is unbalanced.

They will have to learn quickly with an unbalanced roster, especially on defense.