Sentence examples for imbalance data from inspiring English sources

First, order imbalance data are checked.

The learning process of the VQSVM method utilizes some domain knowledge to solve problem of fitting imbalance data.

Boundary based oversampling technique used in SMOTE + GLMBoost and NRBoundary-SMOTE [24] are engaged to resolve imbalance data set problems.

In [53] authors developed a data mining process for classification of imbalance data based on MapReduce to predict traffic accidents with the highway traffic data.

More concretely, the previous paper presented a classification analysis process of imbalance data prediction based on Apache Hadoop [39], Hive [65] and Mahout [56].

In online stage, algorithm-based strategy is employed, and a new leave-one-out cross-validation method using Sherman Morrison matrix inversion lemma is proposed to tackle online imbalance data, meanwhile, with add-delete mechanism for updating network weights.

It can be seen that although the nonlinear distortions is present in both scenarios, the data symbols in the scenario of the imbalance data-subcarrier allocation is more distorted than those in the other scenario.

Imbalanced data are common in many machine learning applications.

Sampling techniques, which are often used to alleviate the adverse impacts of imbalanced data, are shown to improve the performance of learners built from noisy and imbalanced data.

Imbalanced data problems are prevalent in the real rotating machinery applications.

Therefore, this study proposes an effective three-stage fault diagnosis method towards imbalanced data.