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Finally, in all previous methods, a basis for the null space of the stoichiometric matrix, i.e., which set of free fluxes is used, needs to be chosen.
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In the first method, a basis of invariant inputs is constructed, and the machine learning model is trained upon this basis, thereby embedding the invariance into the model.
It is for precisely this reason that we have previously used concordance between multiple methods to establish the core classes: the identification of stable clusters through multiple methods forms a basis of methodological validation (Soria et al, 2010).
"Some cities that utilize such methods as a basis for resource allocation have seen dramatic decreases in crime," said Gerber.
The methods provide a basis for practitioners and pharmacologists to identify distinctive interactions and the region of chemical space that they are probable to be observed in.
Molecular simulation methods provide a basis for interpreting sparse experimental data and for independently predicting conformational and dynamic properties of glycans.
The ability to vary the O2 concentration of the recirculation stream in the new soil core methods provides a basis for temporal extrapolation and for including hot moments of flux driven by decreases in O2 caused by rainfall events.
The source of microorganisms leading to hospital outbreaks and determination of the transmission path, as well as the identification of control methods, create a basis for epidemiological studies.
The descriptive method lays a basis for the other two methods, but no correlation between the scales are considered.
This method provides a basis for determining discontinuous parameters in discontinuous finite element theory.
In practice, the method is a basis to design parallel algorithms for efficiently mining the solution set in distributed environments.
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