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They provide feedback, and we can run many more iterations.
In general, the Bayesian and random search approach were optimized very quickly (in less than 20 iterations), whereas the grid search method required many more iterations before the SVM reached optimal performance: 57 iterations (the lowest number) were required for EstateFP, and 138 (the highest number) for MACCSFP).
I urge you to go see Squirts for yourself, either in this installment or in what will hopefully be many more iterations to come.
As the MIGRAD method resembles LM, it might be expected that a sufficiently long MIGRAD run would eventually reach similar minima values as LM, albeit in many more iterations.
While the best alignment scores were generally reached before the tenth step in each SATé run, the overall best scored alignment was identified only after many more iterations on a 8-core cluster (Table S2).
We note that robust period-2 oscillation was found with fewer iterations of the optimization procedure than robust steady state, while long-period oscillation required many more iterations.
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Had the task been performed using experimental testing of physical prototypes alone, then many more prototype iterations would have been required with an associated increase in project cost and duration.
However, many more number of iterations was required for both MEL12 and MEL16, implying that the broken dependency made the algorithm oscillate around the optimal solution.
Randomized matrices S take significantly more iterations for clustering, since many minima are almost equal regarding the target function, rendering solutions ambiguous.
Just when you thought the boy-band phenomenon had finally run its course (in how many more directions can One Direction go?), a Chinese iteration goes and renovates the form.
If the PSF is not modelled, then applying more iterations increases the noise in the higher frequencies, making the noise proportional to the frequency after many iterations.
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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