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According to [13], GPS time is typically accurate within 40 ns, which is more than enough since the maximum logging resolution of the RSU is 1 ms. The first measurement was used as a calibration run.
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On the standard construction of the design, the maximum log-likelihood estimator (mle) is used.
For each participant, we thus fitted two parameters (α (learning rate), β (Inverse temperature)) using a maximum log-likelihood estimation in Matlab (MathworksMA, USA; version R2014a 8.3.0.532).
According to the results, it can be concluded that microbial reduction by UV alone was more effective than nZVI while the combined UV/nZVI process demonstrated the maximum log reduction.
Also identify the maximum log-likelihood value, (hat {ell }_{j} mathrel nolinebreak max _{i} ell _{ij}).
The maximum log-likelihood is obtained as: (2 where (3)where is the minimum of R2.
That is, all points for which the log-likelihood is within c of the maximum log-likelihood.
The one that yields the maximum log-likelihood function is the global solution just as given by (23).
Models were estimated using maximum log likelihood (ML), and compared on AIC-values and χ2-tests of the differences in log likelihoods.
Models were estimated using restricted maximum log likelihood (REML), and compared on AIC-values and χ2-tests of the differences in log likelihoods.
Given that both models have only one parameter, the AIC evaluation is essentially the same as that derived from maximum log-likelihood values.
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