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In many machine learning settings, labeled examples are difficult to collect while unlabeled data are abundant.
Such approach relies on the fact that labeled data are difficult to be gathered and often are associated with high costs, while unlabeled data are abundant in most applications and generally easy to be collected.
To assess the gene expression patterns during embryogenesis, we turned to mouse, where expression data are abundant from all developmental stages.
We note this is appropriate when the data are abundant, and one would certainly use all data instead if the sample size were relatively small.
We focused on North American terrestrial vertebrates for three reasons: (1) ample individual phylogeographic analyses have been developed; (2) occurrence data are abundant and are already networked for ENM development; and (3) LGM environments of the continent are relatively well understood [1], [3].
Indeed, genetic variations are easier to quantify, data are abundant, and new methods continue to emerge.
Similar(49)
Data is abundant, and we can consume all of it given enough time.
Dispersion data is abundant for water flow in the saturated zone but is lacking for airflow in unsaturated soil.
Overall, these results support the shadow profile hypothesis for biographical data in Twitter, evidencing that features of the description of non-users can be predicted with data from users, but once that data is abundant enough.
However, building the RBF SVM models would have taken too long and removing a small part of the data in this case does not have a major impact on the results as data was abundant.
While genome-wide experimental data is abundant in model organisms such as S. cerevisiae and E. coli, information is often limited for newly sequenced organisms, which precludes the use of such data for identification of genes essential for survival.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com