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The proposed neural network system presents a maximum error lower than 15%, while existing design formulae errors are over 20%.
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The recent efforts of thread consumption research (Jaouachi et al. 2012; Rasheed et al. 2014; Ghosh & Chavhan 2014) demonstrate that still researchers tend to examine on better formulae to minimize the errors occur in using the existing formulae.
With different distance formulas (see the following Formulae 1-3), the gene orders will be calculated using the tools of ACO and GA in this section.
end{aligned} (37) Finally, combining the formulae (36) and (37), we get the error estimate.
If the formulae given in this section are standard formulae taken from the literature, please supply references.
Table 4 also shows the standard errors (SEs) calculated from the observed data using the formulae given in the Appendix, and also calculated by the bootstrap method.
hComputation of measurement error of the dependent variable is done with this formulae: [(MP-P1 2 + (MP-P2)2 + (MP-P3)2 + (MP-P4)2 + (MP-P5)2]/5. MP-P1 2
After all, the majority of the formulae productively involved in that dramatic progress were the wrong formulae from a modern point of view!
These 3751 formulae account for 84-91% of the total magnitude of all formulae assigned per sample.
The NAL-R formula was selected because this formula is a relatively widely used method among linear prescriptive formulae [ 1].
The Levenberg-Marquardtalgorithm [32] that works on the principle of the second derivative is used tooptimize the Error p. The simpler form of Hessian matrix is used and the algorithm iteratesweights using formulae x k + 1 = x k − J T J + μI − 1 J T e, Open image in new window (6).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com