Sentence examples for normalize datasets from inspiring English sources
The ability to work in the natural units of analyte concentration, as opposed to transformed units that might be applied in an attempt to normalize datasets for a parametric analysis, also simplifies interpretation of results.
In DESeq, the estimateSizeFactors command normalized datasets.
The improvement effect of CN method was particularly striking for MWT, where the classification errors, in terms of the number of probe sets with two or more misclassified sample pairs, decreased from 77.4% in the initial MAS5 normalized dataset to 0% in the CN dataset.
Before applying demand modelling to the dataset, we normalize the dataset to the demand from around 500 households (to ensure that the total demand from customers without smart meters is similar to the total demand from customers with smart meters).
Calculation of RPKM values (i.e. mapped reads per kilo base per million reads in dataset) to normalize for dataset size and gene length revealed 7148 genes with threshold RPKMs ≥10 in at least one of the two life-cycle stages.
Data were then processed by applying a variance-stabilizing normalization (VSN) filter in order to normalize the datasets.
Therefore, an improved normalization method needs to be developed to normalize many datasets from various platforms, including microarray, and Roche 454 or Illumina.
By doing this, we could normalize the datasets while conserving the clinical meaning and considering the reference range.
Attempts to normalize other datasets through transformation failed for all traits except ROS levels in the 25°C assay.
Third, the sequencing coverage is different for each sample so it is necessary to normalize the datasets before one can compare across samples.
The Beta-mixture quantile normalization (BMIQ) method was used to normalize the dataset and to correct for the Illumina assay-II signal bias within the Illumina 450 K BeadChip [ 50].
