Exact(2)
Therefore, one should seek an optimization of the quantity of parameters that appears in the described model along with wanted likelihood function value.
It should be noted that we verify two conditions for the proof of the concavity of ETP (see "Appendix A") to find out if it is concave or not according to the quantity of parameters, and it is found out that it is concave.
Similar(58)
For the MLE, the basic computational problem is finding the solution of the following equation: frac{partial log left({L}_Tleft vartheta right)right)}{partial theta }=0, (3)where θ is the calculated data set, L T is the likelihood function, and T is the quantity of modeled parameters controls.
Admittedly, the model used here is complicated (just see the quantity of its parameters, Tables 1 and 2), which attempts to simulate the target system with "micro-resolution" at the level of monomers, such as nucleotides, deoxynucleotides, amphiphiles (membrane components) and their precursors.
Because the number of documented cases is small in comparison to the quantity of possible parameter combinations, the algorithm was designed to avoid overlooking of similar cases (high sensitivity, low specificity).
The predictive Bayesian approach presented generates probability distributions for the quantity of interest (rather than parameters thereof).
Reviewer #3: The paper by Sarria et al. is a nice comprehensive attempt to understand how the quantity of RGS proteins affects parameters of the light response in ON bipolar cells and further influence different behavioral tasks.
The effects of various experimental parameters, the quantity of tributyldodecylphosphonium bromide ([P44412]Br), the molar ratio of [P44412]Br to potassium hexafluorophosphate (KPF6), the ionic strength, the temperature of the sample solution, and the centrifugation time, were optimized using a Plackett Burman design to identify the significant factors that affected the extraction efficiency.
Therefore, this simulation protocol evaluates the ARTIVA performance and studies the influence of the following parameters: the quantity of noise in the data.
For both PD parameters, the quantity of available data is positively correlated with the quality (accuracy) of the determined outcome variables.
Records of magnetic phenomena classified as quality C include only the direction of change (positive or negative) of each parameter; the quantity of the variation is not recorded.
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