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In case of small SNR (<10 dB), the algorithms have variance close to each other.
Simulation results show its achievement of a low variance close to the Cramer Rao bounds, and that essentially unbiased parameter estimates are obtained.
Descriptors with a variance close to zero were removed with the function RemoveNearZeroVarianceFeatures from the R package camb using a cut-off value equal to 30/1 [41,49,51].
For example, if the probability of being in the high variance regime is very small and the other regime has a variance close to zero, a deterministic trend is generated, with shocks that produce a change in the level or slope.
In contrast, dystrophic males display a variance close to the one of the control groups.
We show that spikes in L4 are temporally precise and have spike count variance close to the theoretical minimum.
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Also, there was no evidence that fitting model HET instead of model HOM in the first step resulted in estimates of residual variance closer to the simulated values, for all scenarios of additive variance, residual variance and correlation between mean and residual variance.
The IC model gives a smoother estimate of the residual variance curve over environments, causing more accurate estimates of the residual variances close to the limits between the environmental classes.
Even if QTL variances close to zero were estimated in single replicates as an effect of a weak data structure, especially in DYD models for short pedigrees, these estimates were not excluded from the analysis in all investigated situations.
For randomized populations, the F ratio for between-population variance compared with within-population variance was close to one for each of the climate variables at all months of the year.
In the case where we have a focal QTL, we keep the focal QTL effect size constant and scale the other QTL effect sizes this requires iteration until the genetic variance is close to the target genetic variance, within a specified tolerance.
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CEO of Professional Science Editing for Scientists @ prosciediting.com