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For example, if the weights (A ) and nonlinearities (f, g) are held fixed, estimating the subunit weights (w ) is identical to fitting a single-stage LNP model, which can be done with gradient descent as long as f is convex and log-concave (Paninski, 2004).
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Some of the model parameters are fixed (estimated directly or indirectly from the experiment), others are varied in the modeling.
As the probabilities, cost and utilities are fixed estimated values in decision analysis, it is more realistic to allow for error of these measures using Bayesian methods in probabilistic sensitivity analyses.
Based on the fixed estimated parameters in the component densities, risk factors were then included into the logistic regression function in steps, where each step corresponds to a single category of risk variables detailed in the study design above.
UPDATE – Fixed estimate.
Each parameter corresponds to the predicted value for each individual, using both random and fixed estimates.
By providing a fixed estimate of the innate feeding preference, this study allows evaluation of the relative influence of other biotic and abiotic factors.
Prior analyses had been restricted to a fixed estimate of serum TCDD at the end of exposure.
The random effect estimate showed about the same effect size as the fixed estimate, although a much larger confidence interval caused the estimate to be insignificant.
Assuming network ties are fixed while estimating changes in drinking produces biased parameter estimates.
Hansen assumes the original threshold value is fixed while estimating the second threshold.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com