Sentence examples for imbalance in data from inspiring English sources

The imbalance in data collection is due to the differences in organisation between the two sites.

The model handles any degree of imbalance in data by including all available observations.

However, the linear mixed model handles any degree of imbalance in data by including all available data [ 61].

A notable challenge in the STC was the imbalance in data, as only ∼ 10% of stimuli/phosphoprotein and stimuli/gene set pairs were active.

On the other hand, length of stay is an outcome measure which has similar characteristics to mortality but does not suffer the imbalance in data associated with low mortality scenarios.

The stateful data routing schemes, as compared to stateless approaches, have higher overhead with low imbalance in the data which minimizes the utility of data deduplication systems.

Although baseline characteristics of older and younger sunitinib-treated patients appeared balanced (apart from gender), risk factor data were missing for 17% any imbalance in these data may have influenced results.

In this paper we assessed the performances of a novel method, Parallel Selective Sampling (PSS), able to select data from the majority class to reduce imbalance in large data sets.

Though many phenotypes (more than 55%) were classified with accuracy above 80%, we used a 60% classification accuracy cutoff to accommodate noise in input data such as wrong gene calling or imbalance in phenotype data.

Exploration of allelic imbalance in this data is hindered by a lack of complete genotype information for individuals from which these data are derived, and the well-established alignment bias that arises when both alleles at a heterozygous site are not considered during alignment to a reference genome.

We developed a method, PhenoLink, that facilitates associating phenotypes to ~omics data (e.g.: gene presence/absence), is robust against noise, and decreases imbalance in phenotype data by a bagging procedure.