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The module stores up to 64 million hit-times with a resolution of 0.4 ns and incorporates a digital signal processor and a system-on-chip device which performs the data transfer, the device control/monitoring and may perform statistical, data reduction or control algorithms in real-time.
Depending on the type of analysis selected by the user, TRAM may perform statistical significance computation taking into account all genes in the genome or, in order to emphasize local chromosomal effects, taking into account only the genes located in the same chromosome the chromosomal segment or gene cluster belongs to.
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The user may wish to perform statistical tests for differential expression, perhaps using the limma package [ 26], the base R function wilcox.test or the rowttests functions in the genefilter package.
It is even possible that some may have performed statistical tests of both hypotheses, and rejected both in version A. Finally, a likelihood ratio that was twice as large (1/8 versus 1/4 in scenarios D and C) was not interpreted as stronger evidence for the more likely hypothesis; disturbingly, the proportion of undecided responses was greater for the more contrasted likelihood ratio.
In order to perform statistical simulations, the simulation framework may be run inside a Monte Carlo loop.
Third, I perform statistical tests of gender differences and discuss the effects such testing may have for related studies.
For example, a student enrolled in a degree where a large number of calculations are required may perform well in any mathematical or statistical course but struggle when it comes to writing an essay or report.
For a statistical model, it may perform perfectly in training, but poorly in testing due to over-fitting, resulting in a bad generalization.
X.W. performed statistical analyses.
A.K. performed statistical analyses.
performed statistical analysis.
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CEO of Professional Science Editing for Scientists @ prosciediting.com