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Importantly, the markers were specifically selected to be robust to sampling error.
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Here, we infer selection by a new method, which is not confounded by clonal interference and is robust to sampling biases in our data set.
I set up the estimation problem, derive the appropriate asymptotic distribution theory as the number of clusters per stratum tends to infinity and compute asymptotic standard errors that are robust to sample-design effects.
These results show that CTFs are robust to sampling, noise and outliers.
The underlying assumption is that the induced cluster composition is more trustworthy if the clustering is robust to sampling variability.
These large components preserve true distances among variants, are well separated from each other, are robust to sampling, and are likely seeded during transmission events.
In this case, both original- and rarefied-pinniped disparity was above the 95% confidence interval for fissipeds, indicating that pinnipeds had higher variance, which was robust to sampling.> -wrap-foot> confidenceence interval.
Our results are robust to sample selection bias, a wide array of controls, and alternative specifications.
In addition, the association is robust to sample size change as the obtained results persisted when all geographical- and orientation-specific groups had equal sample size (Supplementary fig. S2, Supplementary Material online; r2 = 0.1495, P < 0.015).
The results of our regression analyses were shown to be robust to variation in sample size.
PLS SEM has been shown to be robust to relatively small sample sizes and requires fewer cases than covariance-based SEM.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com