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However, optimal conversion in the sense of maximum likelihood presented in these prior works requires prohibitively high computation, which prevents their direct deployment to an embedded platform.
The likelihood presented above only takes into account observational data.
The idea of the prediction profile likelihood presented here is to determine prediction confidence without an explicit sampling strategy for the parameter space.
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Moreover, if this likelihood presents an outlier value, it is discarded and not used in FB6 to resample particles.
As in other cases, estimating parameters through minimization of −2 times the log-likelihood presents advantages over maximization of the likelihood.
In constructing the model, each cluster or class was named after the major disease (that is, with the highest prevalence or likelihood) present within each age strata.
Fig. S3 Bootstrap values of the maximum likelihood tree presented in Fig. 3b.
Estimation of model parameters via the method of maximum likelihood is presented in section 6.
Comparison is made between our algorithm and conventional maximum likelihood methods, presented by the MMSE.
(iv) Evaluate weights from the likelihood as presented in the next subsection and normalise the weights to obtain.
Additionally, a new method of approximating the prior distribution of the parameters for Bayesian optimal experimental design based on the profile likelihood is presented.
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