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Fusion of science based modeling with data greatly improves estimation and prediction, which reduces the uncertainty.
Furthermore, reducing the interval between survey waves improves estimation accuracy but only very slowly.
Results indicate that such closed-loop scheme improves estimation accuracy compared to the free-run model prediction.
This modification makes the underlying Markov chain time reversible, significantly reduces mixing time, improves estimation error, and leads to a closed form expression for stationary distribution.
Note that, for bijective, Theorem 1.4 improves estimation (1.8) in some cases (take, e.g.,,, or, ); however, in some other situations (e.g.,, ), estimation (1.8) is better.
Since the behavior is in accordance with the favorable expectation, the remaining issue is whether the adaptively selected radius indeed improves estimation accuracy.
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10.7554/eLife.09123.010 Figure 4. Several biologically motivated generalizations of the motion estimator further improved estimation performance without sacrificing glider responses.
We attempted to improve estimation of TEEGB using PAL estimated from a physical activity questionnaire in the OPEN study.
In combination with constantly improving estimation procedures, it is now feasible to estimate these parameters, like effective population size, inbreeding coefficient and migration rate, with increasing accuracy.
Other than the KM2P estimator, most other PDE forms hold opportunity for improving estimation by optimizing the number of population members for which to search.
The proposed algorithms result in improved estimation performance in terms of the mean square error (MSE) associated with the estimates.
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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