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(11) Examine parameter correlations to identify highly correlated parameters and reduce the number of free parameters in optimizations.
Several highly correlated parameters are found in each model system.
Causal chain involves correlated parameters, but the reverse is untrue.
Experiments examining the NF- κ B dynamics jointly exhibit highly correlated parameters.
We select a subset of parameters to be replaced by a linear regression model of highly correlated parameters.
Pearson's correlation was performed to determine the strength of the association between blood lead and other significantly correlated parameters.
However, the issue with the model simplification by pruning correlated parameters seems to differ between the response and the main text.
Thus, males of a given year produce groans that differ for five sets of correlated parameters, with each set of parameters reflecting a different component of the sound production apparatus.
Interestingly, with the exception of K FBB, most of these correlated parameters contributed significantly to system's precision, suggesting that they work in a cooperative manner in the precision mechanism of adaptation dynamics.
As expected, it can be seen that in P(1)+(2) the parameters in G1 are not well fitted (i.e. 5 correlated parameters cannot be uniquely determined by two data sets).
Let us consider a subset of the parameters with k correlated parameters denoted as p sub = [ p s +1, p s +2, ⋯, p s + k ] T with s + k ≤ NP.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com