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Overall best-fit comparisons of the non-constrained model with those constrained for both center and width using likelihood ratio tests indicated that the unconstrained model fit the data better overall than the model constraining center, width, or both (differed by >2 AIC points; Table 3), which further suggests that the clines are discordant and incongruent.
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It also produces an accurate input output approximation ability, because it adjusts the MF's model parameters of the input and output variables simultaneously and it considers both centers and widths of output membership functions to compute a crisp defuzzified value.
where and are both adjustable parameters of the transmission functions, which can be employed to modify their center and width, respectively; is the sampling interval in frequency domain.
This AVS-FNN is based on radial basis function (RBF) neurons, which have center and width vectors.
Center and width units are in kilometers and centers are measured with the gnomonic projection focus at zero.
However, the parameters of this functional form (in this case the center and width) depend on the particular connectivity profile (known) and on the eigenvalues, which are unknown.
The likelihood surface of each locus was explored stepwise along axes for both center position (c) and width (w) while allowing other parameters to vary at each point [ 50].
In the first stage the membership functions of both input and output variables are initialized by determining their centers and widths using a self-organizing algorithm.
The center value and width of contour length distribution for ΔN-TClpB were 35.2 nm and 4.9 nm, respectively.
They are the centers and widths of the radial functions, and their weights.
Although the selection of the RBF centers and widths is important, most reported research has dealt only with the problem of weight optimization by making assumptions about the centers and widths.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com