Sentence examples for data was not necessary from inspiring English sources

Imputation of missing data was not necessary and the cases were removed.

Here, screening out probe sets not common to the cell line and patient data was not necessary; both the patient data and cell line data were measured on U133A platforms.

As we had no access to the hospital database, nor did we seek any complementary information on patients or doctors (the patient records were completely anonymous), the approval of the study by an ethics committee – beyond the usual declaration made by hospital authorities for the use of patient data – was not necessary.

The results of sensitivity analyses, including the complete case analysis, suggested that use of a multiple imputation method for dealing with missing data was not necessary in this dataset and may in any case not be appropriate, given the association between bisphosphonate use and the extent of missing data on potential confounding variables.

Noninvasive Logan analysis (distribution volume ratio) [6] requires late-phase (equilibrium-phase) PET data, whereas late-phase data are not necessary for 3P++ analysis.

When raw data are not necessary, on-board processing and feature extraction can reduce the energy consumption without compromising the efficacy of the data.

This pipeline is roughly divided into four levels (Levels 0 3), because returning to raw data is not necessary, for example, when calibration and geometry-correction techniques are improved.

This approach can be employed effectively to build language-independent STD systems, since prior knowledge of the language involved in the speech data is not necessary.

Other advantage is that QbE STD can be employed for building language-independent STD systems [7 10], since prior knowledge of the language involved in the speech data is not necessary.

However, such big sensory data are not necessary for most applications of WSNs, and only a small subset containing critical data points may be enough for analysis, where the critical data points including the extremum and inflection data points of the monitored physical world during given period.

On the other hand, QbE STD can be also employed for building language-independent STD systems [7, 8], which is mandatory when no or very limited training data are available to build a reliable speech recognition system, since a priori knowledge of the language involved in the speech data is not necessary.