Sentence examples for sources of datasets from inspiring English sources

Following this procedure, we were able to identify one robust pathway that stratified prognosis across all five different sources of datasets; the p38 pathway demonstrated consistent behavior across all datasets.

The validation set was sampled from the same original population to avoid biological and technical sources of dataset variation.

This result was probably caused by using a different source of datasets when they adopted the sc-PDB (a database derived from the PDB).

This database was an excellent source of datasets for this study because the datasets contained additional sample information, which was easily accessible and analyzable.

Federal databases which are based on survey data collected by federal agencies are key sources of massive datasets and crucial for ongoing research.

Sources of the datasets and the normalization method are detailed in the result section for each analysis.

In recent years, combining multiple sources or views of datasets for data clustering has been a popular practice for improving clustering accuracy.

Due to technical or other reasons unknown to the research group at the regional healthcare authorities during the collection of data from the above-mentioned sources, minor percentages of datasets were missing.

In some cases this has been attributed to incorrect application of cross-validation; however even strictly performed cross-validation may not avoid over-optimism resulting from potentially unknown sources of heterogeneity across datasets.

Fig. 6 Reconstruction error using 2 (top) and 5 (bottom) sources of the SensorScope dataset.

This article conducts a comprehensive literature review of studies employing patent landscape analysis assessing research objectives, sources of patent data, dataset sizes, the structured or unstructured nature of data, and modes of data interpretation in order to provide an overview of methods of patent analysis across research fields.