The key idea of this work is to perform a Bayesian calibration of a postulated function which links the composition of the system to the pressure along the Hugoniot, in order to obtain a PV curve compatible with the available experimental data.
First assume that the examples present in the training set are linearly separable, i.e., a postulated function of the form f x,θ) = x θ provides a boundary surface that classifies all examples of the training set without errors.
Given a postulated role for the spliceosome in this process, we assessed Mcl1 mRNA splicing.
However, a critical evaluation of the role of 18 wheeler in Drosophila has put its postulated function as a pattern recognition receptor for Gram negative bacteria into question [ 30].
Clearly, if the postulated function is given a very large number of adjustable parameters that can vary on an arbitrarily large scale, i.e., if the postulated function is very flexible, it may define a very complicated separation surface between the two classes, which classifies correctly all examples of the training set and generalizes poorly to other objects of the classes.
This is in accordance with the postulated function of AOX as a bypass for the cyt chain, but not for other OXPHOS complexes.
One reason that humans and higher apes have higher urate levels is the postulated function of urate as an antioxidant [ 22], replacing ascorbic acid as a major endogenous antioxidant in human evolution [ 23].
Conversely, if the postulated function is not complex enough, i.e., is too 'stiff', it may define a boundary surface that lacks flexibility to accommodate the training data, hence generalize poorly.
One postulated function of adaptation is to discount the expected properties of the visual environment, thus enhancing the visual salience of unexpected or novel information (McDermott, Malkoc, Mulligan, & Webster, 2010; Webster, 2014; Wissig, Patterson, & Kohn, 2013).
This is in line with the postulated function of SLC52A2 in riboflavin uptake from blood to target cells, rather than from food, as is the case for SLC52A3.
Above the root tip in HPCs, PDR1 was present in the outer-lateral plasma membrane, compatible with its postulated function as SL exporter from root to soil.
