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The algorithms had the second highest over fitting rates for SL and LibSVM were inforgain and PCA respectively.
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We consider correlations induced by the use of rate rules for modeling reaction rate constants, as well as those resulting from fitting rate expressions to empirical measurements arriving at a joint probability density for all Arrhenius parameters.
To determine whether the predictions of this model are consistent with conversion profiles measured using real-time FTIR, we refrained from fitting rate constants or other unknown parameters associated with individual steps in the mechanism to the conversion profile.
The same color is used for the experimentally determined and fitted rates (see text for details).
The data were fitted with an ion exchange model and the fitted rates are shown in the figure by colored lines.
This model enforces a distribution of the fitted rates greatly different to the data (Fig. 3A, α = 0.33 s−1).
Model 2 allows a distribution of the fitted rates that is closer to the observed responses since they are allowed to reflect the stimulating effect of the number of departed individuals (Fig. 3D, α = 0.09, β = 1.4, r2 = 0.80).
Only model 3, which also includes an inhibiting effect of still non-departed conspecifics, provides an accurate distribution of the fitted rates (Fig. 3G, α = 0.19, β = 1.16 and γ = 0.6, r2 = 0.94, see above).
The global molecular clock needs to be adjusted to fit rates among mammalian species.
We were encouraged by similarities in the fitted rates from the T +1)2-AP probe to reaction rates obtained using other experimental approaches.
To allow reconstruction of the fitted rates from the reported values and to overcome the so-called identifiability problem, we chose the following parameterisation proposed by Carstensen [ 31].
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CEO of Professional Science Editing for Scientists @ prosciediting.com