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Then, I test the use of methods which employ the bulk of information in big data and other methods using a very reduced sample.
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As a robustness check, we also run the static specification with this (reduced) sample and obtain markups that are very close to the original ones.
Despite such limitations, SIP is a very valuable tool to reduce sample complexity and increase the hit rates of particular target genes (Chen and Murrell 2010).
This index has the additional advantage of reducing sampling biases, as it considers a species as specialized, only when it interacts very frequently with another species that has a few other partners in the network.
Good experimental designs limit the impact of variability and reduce sample-size requirements.
The larvae were subsequently available in a very clean suspension which reduced the sample counting time.
Taking these three analyses together we suggest that FD, as practiced in our sample, very modestly reduced bed use, and did so without adverse (or beneficial) effects on readmission.
Although this reduced the sample sizes substantially it made very little difference to the findings of the paper.
We restrict the empirical analysis to households with positive expenditures on food and housing (which reduces the sample size very slightly to 12,488 observations).
In the case of Rasch analysis variance of up to 30% is usually considered acceptable, although this reduces in very large samples [ 16].
Representations that are invariant to translation, scale and other transformations, can considerably reduce the sample complexity of learning, allowing recognition of new object classes from very few examples – a hallmark of human recognition.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com