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Although this in theory could be solved by sampling a large enough set of tweets to annotate, there is a limit to how many tweets that can be tagged manually in a reasonable time (after all, this is the main motivation for learning such classifiers in the first place).
By sampling a large number of subsets, an approximately optimal superposition can be obtained.
With an objective of characterizing functionally important genes in pigeonpea, transcriptome analysis was undertaken by sampling a large number of reads from normalized cDNA libraries prepared from different tissues, developmental conditions and physiological stages.
However, we hypothesise that by sampling a large number of day care cohorts we would have encountered micro-epidemics of other serotypes and the overall serotype distribution would have resembled that of the population.
Thus, the problem of the evolutionary ancestry of humans, chimpanzees and gorillas was eventually approached by sampling a large number of significantly resolved gene trees from different loci and accepting the most frequently observed topology tree as the species tree [ 13, 17, 18].
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The low inter-rater reliability could likely be improved by sampling a larger number of letters and increasing the number of raters.
Specifically, parameters for a new round of experiments are obtained by sampling from a large number of randomly generated candidate points.
By sampling such a large number of kicks, we hope to observe an effect despite this 'noise'noise
HIV transmitted drug resistance (TDR) surveillance is usually conducted by sampling from a large population.
Bacteria and archaea are able to adapt to their environments by sampling from a large global gene pool and maintaining fluid genomes 47, 48.
Commonly, this is obtained by sampling from a larger data set and employing human annotators to label each data point (tweet) according to a coding frame ([16, 17]).
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