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Accuracy of the approximate changes of the state variables achieved by sensitivity analysis is also discussed.
A full factorial 25 experimental design was applied, considering two response variables: achieved cycle number at fixed capacity cycling test (y1), and maximal observed coulombic efficiency (y2).
Although there are some extreme error peaks, the proposed Model B, Model C and Model D which exclude the estimation of both input variables achieved an acceptable level of prediction accuracy.
The accuracy of prediction might be affected if the optimal levels of input variables, achieved from several design points, end up with equal settings and different corresponding overall desirability.
The optimum degree of variables achieved in anaerobic digestion was 52.49 °C of temperature, 3.12 min day−1 of stirring time, 7.02% TS of substrate working volume and 22.17% inoculum (22.17% TS) with a methane yield of 403.63 L kg−1 in thermophilic conditions.
On the COLON CANCER dataset, the wKIERA subset of variables achieved 88% accuracy with only 2.5% (50) of the total variables, whereas rank correlation coefficients achieved 82% with a size of 8.5% (171) (Fig. 4A).
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Let (x,p) be a pair of ergodic limits and resource allocation variables achieving the optimum value P corresponding to perturbation Δ.
This method is based on the Refined Instrumental Variable (RIV) algorithm which, because of an appropriate choice of particular design variables, achieves minimum variance estimation of the model parameters.
All the control variables achieve their expected signs and are found to be statistically significant with the exception of the crime rate, which is only found to affect negatively and significantly the issuer change in ATM withdrawals per debit card.
Only variables achieving a p < 0.10 on descriptive analysis were included in the bivariate analysis.
For multivariate analysis, only variables achieving a significant result in univariate analysis were included.
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