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The modeled expression is estimated from the regulatory effect and the expression of the regulator.
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In the mathematical model, the content of the quality data is defined as a modeled attribute value, while the mathematical expression is composed of multiple variables inherited from the component slot and constant slot.
Another component of our approach was selecting genes whose expression is associated with cancer after accounting for the modeled clinical factors.
We hypothesized that this approach would help ensure that the information about the likelihood of cancer captured by the genes with cancer-associated gene expression is independent from the information about cancer captured by the modeled clinical factors.
These functional states of expression are modeled trough discrete variables that take a finite number of values.
Observations of individual variables, such as the genome copy number or gene expression, are modeled as separate variables, connected to the latent variable by a factor, also a conditional probability table.
None of the four probesets assessing MYC expression were associated with outcome when modeled as continuous variables (P > 0.13).
Significant differences in gene expression were determined using VAMPIRE (Variance-Modeled Posterior Inference of Microarray Data), a Bayesian statistical method that models the dependence of measurement variance on the amplitude of gene expression [22], [23].
D efinition (consistency ): a transition of a PNFL is consistent with given expression data, if the measured and the modeled expression of the regulated gene is in agreement.
Presentations of neutral, happy, sad, and angry facial expressions were modeled as separate regressors.
Using the results of evaluation, we have improved the modeled expression for Reynolds stress, in which a new cubic-type nonlinear model has been proposed.
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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