Sentence examples for relevance parameters from inspiring English sources

β2, g and β4, g are referred to as relevance parameters in this paper.

By combining the relevance parameters derived from a GP model and sequence information, we confirmed all the documented DosR regulated genes.

In the training phase, both the smoothness (relevance) parameters as well as the hidden values of the regulator need to be estimated.

Consequently, we combine the relevance parameters of a gene with a score for the presence of the DosR binding motif in a logistic regression to improve on the prediction whether a gene is regulated by DosR or not.

The sparse priors amount to an automatic relevance determination (ARD) mechanism embedded in the GP model in that the estimated relevance parameters for genes not under DosR control are encouraged to be close to zero [ 22].

Thus relevance parameters provide a principled way to decide which genes might be under the influence of a regulator: if the relevance parameter is small the gene response is unlikely to depend on the TFA of this regulator.

Each of the d input dimensions is linked to a relevance parameter.

If the relevance parameter of one of these output GPs is low it means that the gene is unlikely to be regulated by the regulator.

The relevance score denotes the linear relevance parameter for gene g, i.e., β2, g, stands for the nonlinear relevance parameter β4, g (for β2, g and β4, g see equation (1)) and is the DosR-binding motif score as described above.

Objective: To establish prognostic relevance of parameters assessed in oocyte donation cycles.

The results of our experimental work show the effectiveness of the policy gradient learning method, as well as its higher convergence rate, when the relevance of parameters is taken into account during learning.