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What is lost in the discussion of these sophisticated strategies is the basic fact that risk minimization is not risk elimination.
Astronomical models often have complex forms with many parameters that can be correlated (e.g. an absorbed power-law); minimization is not trivial in such a setting, as the statistical parameter space becomes multimodal, and finding the global minimum is difficult.
I guess there is a reason everything is done based on the chi-square although a small fraction of the astronomy community is aware of that the chi-square minimization is not the only utility function for finding best fits.
Indeed data minimization is not good for certain services which improve outcomes with data maximization, such as health related services.
Unfortunately, the above minimization is not suitable for many applications as it is NP-hard [46].
If the number of the time lags satisfying the mentioned threshold is less than three, minimization is not performed.
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However, data minimization isn't a panacea, argues Wharton operations and information management professor Eric Clemons.
Consequently, optimization-based approaches such as minimization are not randomized in their pure form but often include some randomization in practice.
(9) The above criteria were normalized by dividing them by the number of observations, and averaged over 1000 runs (unless otherwise stated; and runs where NONMEM's minimization was not successful were excluded).
In the same vein, there are several standard evolutionary hypotheses which seem to be missing for why the present genetic code should not be optimal: - Error minimization was not the sole target of selection.
Starting from an initial 2D structure, energy minimizations are not able to produce the observed layering within soot with either force field.
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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