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Taking together the novel aspects of our tree-like structure learning algorithm with the validation on transcriptional data from a malaria challenge experiment in a non-human primate macaque model system, we have shown that Bayesian network-based classifiers can be the basis for meaningful inference of regulatory network structure.
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Moreover, when the number of carriers increases, these algorithms tend to oscillate and cannot be used for meaningful inference.
The number of non-native speakers in the faculty sample (n = 9) was too small for meaningful inference testing.
We evaluated snuff tobacco use only among males, because the sample size for female snuff tobacco users was too small for meaningful inferences.
That vitiates the basis for meaningful "insurance," pooling both the healthy and the unhealthy in the actuarial mix.
They can be a basis for meaningful discussions and initial lines of action, but only in a context that respects this planet for the biosphere it is.
His admiration for Putin, regardless of its merits, could provide the basis for meaningful discussions about how to minimize nuclear risks.
With this paper, we want to address these issues and provide the basis for meaningful benchmarking of IMRT optimization algorithms.
The reason for that expectation is that enough exoplanets have been discovered already for statistically meaningful inferences to be made about what other planets are out there, and where they are.
Powerful computational methods and data mining tools are needed for biologically meaningful inferences from gene expression data.
There is no basis for the inference.
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