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Gradient-based optimizers can be used to then determine the most probable setting of the hyperparameters (5) An important design choice for using a GP is a suitable covariance function.
Because media from apoptotic cells can substitute for pure DNA in in vitro systems, cell death is the probable setting for the release of nuclear material for complex formation.
For instance, in the results we made use of the following quantities: · Maximum a posteriori (MAP) network configuration: This is the most probable setting x ∗ MAP for the network links obtained by (5) x ∗ MAP = arg max x ∗ p (x ∗ | y ∗, Y ).
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Here, rather than estimate M, we used the output ln marginal likelihoods (ln(ml)) to choose among different migration models (Beerli and Palczewski 2010) and reconstruct the minimal, most probable, set of unidirectional migration routes among the new and highly-resolved population dataset.
Given an inconsistent probability vector, the aim is to find the most probable set of GO assignments that do not violate TPR.
Several equally probable sets of uncertain reservoir parameters can normally match a production history.
We performed a grid search to find the most probable set of parameters of the trajectory model.
Preemptive data distribution rely on analysis of historical access patterns to identify a set of rules whereby following a data-object request the most probable set of next requests can be inferred.
The most probable set of hyperparameters is obtained by minimizing the free energy, which is defined as the negative logarithm of the posterior possibility p(θ|V P,V S ).
In order to construct a counterexample to C's truth conduciveness, we set the reliability to a value for which S′ will be more probable than S. If, on the other hand, C makes S′ more coherent than S, we fix the reliability to a level at which S will be the more probable set.
It is obvious that the values used in estimating the current probability publicly reported (ERC, 2012), depicted by the shaded zone, includes none of the three sets of optimal values and, worse, that it includes probable sets of parameters even less than −2.0 in log-likelihood.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com