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To separate the effect of collective fitting versus imposing the underlying thermodynamic constraints on the kinetic parameters, we use the same simulated annealing algorithm employed by TCMC to estimate the kinetic parameters without including the thermodynamic constraints.
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Certain assumptions are imposed on the underlying topology for agents to evolve into several subgroups.
For a set of parameters we quantify the size of the improvements and show that the improvement depends intimately on the regularity imposed on the underlying cost function.
Due to combinatorial restrictions imposed by the underlying graph topology, the winner determination problem can be solved in polynomial time, in contrast to computationally-intractable combinatorial auctions which cannot be solved this way.
It has the unique capability of incorporating constraints imposed by the underlying pharmacology/pathophysiology and offers a rich body of behaviors for modeling the relationship between drug dose and the time course of drug disposition and effect.
Increased research and a larger evidence base is a goal that naturopathic practitioners seem amenable to, though they desire the development of an evidence-base that accurately reflects their practice rather than one that is imposed and ignores the underlying philosophies that define their health care approach.
To this end, we used the flexible generalisation of the Cox's model, which permits testing the conventional PH and linearity hypotheses, and avoids imposing the a priori assumptions underlying the Cox's PH model.
During knee flexion, the muscles of the upper leg impose various loads on the underlying femoropopliteal artery resulting in radial compression, bending, torsion, axial extension and axial compression.
Ideally, the exactness should hold under flexible functional forms such as the translog functional form, which imposes the minimum on the underlying production technology.12 However, we leave the search for such superlative index number formulae of the comprehensive wage effect for ULC change to future research.
Finally, the GAM is a generalisation of generalised linear models and imposes minimal restrictions on the underlying relationship between the independent variable and the dependent variable by fitting a suitable spline function; that is, a set of polynomials.
In this case, strict constraints on thermal budget for growth and processing of the epilayer are imposed by the compatibility with the underlying IC.
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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