Sentence examples for based on global datasets from inspiring English sources
Comparisons based on global datasets are highly successful at elucidating large scale, biota-wide patterns; however, included data are subject to error due to stratigraphic biases [7], geographic incompleteness [8], and taxonomic inaccuracies [9] which limits the ability of these datasets to resolve detailed patterns.
Regarding the spatial datasets, maps based on global LC datasets agreed less with the reference data than maps based on national LC or satellite data.
While some maps were based on global and regional datasets, others were based on country-specific data.
Since maps based on global or regional datasets may not be tailored to country specific circumstances, their applicability at national scales needs to be better understood with appropriate case-studies.
(The Lehtonen dataset was based on global gene expression analyses using Affymetrix HG-U133A Gene Chip oligonucleotide arrays. We used Biomart in Ensembl version 62 available at http://www.ensembl.org/biomart to obtain the corresponding RefSeq DNA IDs for the probesets in the microarray dataset).
Tests conducted on simulated as well as real datasets indicated that the new algorithm works well and outperforms methods based on global correlation measures, especially when there is substantial noise and moderate distortion in the data.
The CRU dataset is a continuous global climatology for the period of 1901 2002 based on global meteorological station data modeled to half-degree resolution.
This can be seen from the results of the decision fusion scheme (blue solid line) that outperforms algorithms based on global and local features alone with an EER of 0.1189 and 0.2669 for the ChimpZoo and the ChimpTaï dataset, respectively.
