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The parameter estimates for the different pharmacodynamic models are shown in Figure 5. Preliminary results demonstrated that separate estimation of the observed maximum effect did improve the fits, and that optimal results were obtained with a model fitted to the data using weighted least squares (weighting factor, 1/y) and the Powell minimization algorithm.
Furthermore, over-fitting problems arise when we give more Gaussian mixtures due to precise estimation of the observed distribution.
They also presented two methods that together efficiently compute the acoustic likelihood estimation of the observed mixed signal, which is required for the temporal inference.
The analyses showed that the proposed GEP model provided much more accurate estimation of the observed values as compared to the other models.
The contributions of the particular sensors, the rules of data encoding, decoding, and fusion, as well as the estimation scheme should be designed to achieve the best overall performance in estimation of the observed quantity by the decision center.
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For matrices other than CRM 1%, bias values were calculated after estimation of the mean observed % GM following log transformation (0.87% for feed and 1.84% for biscuit).
In [4], the authors have derived a semi-analytical expression of the bit error probability using a non-parametric estimation of the probability density of the observed samples.
The successful design of an estimation method for missing values depends mainly on making full use of the observed information.
Different approaches allow for FDA representations as smooth functions, and the published studies used a range of smoothing techniques for the estimation of discretely observed data.
We repeated the estimation procedure on sets of artificially generated data which keep the error structure of the observed data.
The error term serves as a scale-dependent estimation of the deviation between observed and predicted values.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com