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On the other hand, it may lead to more accurate phylogenetic inference, in case where the covarion model failed [ 50].
In [ 84, 85], the inference in case of context-sensitive PBNs with perturbations is considered, where the probability of switching from the current constituent Boolean network to a different one is assumed to be small.
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MP underestimation of the numbers of changes (Figure 3A and B) partly reflects the absence of inference in cases of multiple most parsimonious reconstructions.
Our analyses are also based on the multi-model inferential paradigm that differs from Neyman-Pearson hypothesis testing in that the former achieves stronger inference in cases of multivariate causality [14] [16].
Augmenting the number of sequences should generally have a positive effect on divergence time inference in cases where the number of nodes bearing calibration information increases and they are distributed evenly along the topology.
A bootstrapping procedure can therefore be used to score haplotype inferences, in case there is more than one possible haplotype inference (Method 2).
Statistical inferences in case-cohort analyses are then determined based on maximization of this pseudolikelihood function.
The previous example illustrates the benefit of multi-seed pathway inference in the case of linear pathways.
But my personal view is that the model is making the right inference in the case of Michigan, and that the methodological choices that these polls have made are hard to defend.
Bayesian inference in this case can be considered as a model selection problem where the model space consists of all valid pairs (A,π).
The aim of applying the inference approach to such synthetic networks is to investigate the quality of the inference in a case where the underlying network is known.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com