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It takes an input as a security parameter k and outputs a system parameter λ. λ determines elements in order to set the encrypted database system such as the size of database, encryption/decryption algorithm, functions, the size of parameters, and so on.
The four models provide consistent results for the sign and size of parameters, however, we report the result of the model with the dependent variable of overall improvement as it appears to exhibit the lowest information criteria values and highest R-squared.
Multiple subsequent runs of each dataset were then performed and effective sample size of parameters (ESS) and trend plots examined to assure proper mixing and convergence.
At least five independent runs of each data set were performed and effective sample size of parameters (ESS) and trend plots examined to assure proper mixing and convergence.
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Sensitivity of the new filter to the size of parameter uncertainty, in terms of the variance of parameter perturbations, is also considered.
The process is controlled by the size of parameter Lambda.
This restriction is necessary to keep the size of parameter tables for the P values calculations manageable.
Quantitative sex differences, are tested by estimating the size of parameter estimates for the genders ('the common effects sex limitation model').
Because we need to specify a ω ij interval for all possible n2 regulators of a GRN, large ω ij intervals have a considerable impact on the computational complexity (size of parameter solution space) of the model inference algorithm.
This was accomplished by assessing the size of parameter estimates in a replicate of our final model that had time to discharge from hospital as the outcome while censoring patients who died during their admission.
Convergence was assessed by comparison of the two runs, while the adequacy of mixing was investigated by checking whether the effective sample sizes of parameters exceeded 200.
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