Sentence examples for manage imbalanced from inspiring English sources

The predominant techniques at procedure level work with the processes to manage imbalanced Big Data sets.

To achieve high-quality results, authors made use of several Big Data supervised techniques that manage imbalanced datasets.

In this paper, we show an experimental study on a set of evolutionary fuzzy classifiers (EFCs) purposely designed to manage imbalanced datasets.

Finally, we evaluate the application of several big data supervised techniques that manage imbalanced datasets [ 34, 36] such as cost-sensitive Random Forest (RF-BDCS), Random Oversampling with Random Forest (ROS + RF-BD), and the Apache Spark Support Vector Machines (SVM-BD) [ 36] combined with MapReduce ROS (ROS + SVM-BD).

The fourth EFC is an extension of a multi-objective evolutionary learning (MOEL) scheme we have recently proposed for managing imbalanced datasets: the rule base and the membership function parameters of a set of FRBCs are concurrently learned by optimizing the sensitivity, the specificity and the complexity.

Because of the large amount of imbalanced data, the building and testing of the supervised model were only possible by using big data supervised classifiers managing imbalance.

Both Table 10 and Figure 2 prove that big data supervised classifiers managing imbalance outdo their corresponding big data supervised versions.

In this scenario, big data supervised classifiers managing imbalance between ortholog and nonortholog pair classes allow for an effective scaling solution built from two genomes and extended to other genome pairs.

From the point of view of the intrinsic information managed by the algorithms, the success of big data supervised classifiers managing imbalance over RSD and OMA may be explained by feature combinations calculated for the datasets together with the learning from curated classifications.

Where sustainability aims to put the world back into balance, resilience looks for ways to manage in an imbalanced world.

Members of MindFreedom International, which Mr. Oaks founded in the 1980s, have protested drug companies and participated in hunger strikes to demand proof that drugs can manage chemical imbalances in the brain.