Table 7 demonstrates the results obtained using linear regression, based on which Model II is identified as the best performing model based on the calculated performance measures.
In particular, the model based constant is calculated using the analytical form of both the energy and the mean period of the first IMF of the noise.
In addition to model based comparisons, we calculated residuals for each participant using a modified cross-validation approach.
Expression levels for the other, gene model based approaches were calculated using Cufflinks (Trapnell et al., 2010).
Therefore, we performed model based clustering and calculated for each gene the probability of belonging to the group of present genes [ 24].
Mixed model based repeatabilities were calculated following [ 54] using likelihood ratio tests for testing R = 0 against R > 0. Random effect estimates were obtained with the lmer function (beak colour) and the lme function (song rate).
Li et al. developed an ANOVA model based method to calculate the variance of the sibling Affymetrix probe sets [ 20].
For reliability assessment, in contrast to the conventional Cronbach's alpha (which tends to underestimate the reliability of the total score), we calculated model based coefficients omegas[ 25].
We first defined codon positions in our two alignments using MacClade v4.07 [ 39] and then assigned the best model based on AIC scores calculated by jModelTest v0.1 [ 40] to each gene's codon sites in BEAUti v1.7.1 [ 38].
For example, a clinician could input a new patient's clinical information into the model based on LR and calculate their predicted probability.
Meo et al. developed a finite element model based on MM simulation and calculated the tensile strength and the elongation at fracture of zigzag nanotubes as 94 GPa and 16.40%, respectively, and of armchair nanotubes as 123 GPa and 21.60%, respectively.
