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This is mainly because of the combinatorial complexity of model alternatives that often renders it a tedious and error-prone task to implement and handle each model individually.
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Thus, phylogenetic analysis of lipid biosynthesis genes provides compelling support for the inside-out model over alternatives that rely on one or more early phagocytic events.
The non-linear probit and logit models are alternatives that eliminate this problem.
Here we present a normative model of decisions between two alternatives that provides such an account.
Mathematical models are an alternative that has been widely used.
Now we compare our dynamic differentiation model with a possible alternative model that might be adopted for cell differentiation.
Penalized regression models can provide an alternative that does not require a commitment to Bayesian learning.
H0 is the null branch-site codon model, without positive selection; H1 is the alternative model that allows for positive selection at sites in the foreground branches.
Hidden truncation or selection models may sometimes provide alternative models that are more suitable than basic Pareto models.
While this model reflects the data, we have produced an alternative model that is derived from a systematic approach to data interpretation (see Methods).
The geometric distribution (blue curve) is an alternative model that predicts greater variation than the Poisson model.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com