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Other databases and survey questionnaires may have characteristics that would yield different findings and conclusions regarding the optimal missing data solution.
It is such consideration of advantages and disadvantages that has led the APPROACH network to now routinely use the data merging method described here as its missing data solution of choice [ 12].
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We therefore encourage readers to simply view our evaluative work as a template for methodological evaluation of potential missing data solutions in other datasets.
Note that traditional method based on rough sets will likely to fail when there is severe missing data, and its solution on tolerance relation and tolerance class is more complex, which is not suitable for the large scale and the time varying energy big data.
Although there are various strategies to handle missing data, the best solution is prevention, including minimising patient burden with brief measures.
With a suitable missing data detector, the solutions described in this article open pathways to also efficiently cover reverberated speech and exploit multiple microphones to implement directional hearing.
Mixed-effect models address missing data by providing numerical solutions based on all available data [ 44].
We use the EM algorithm, a classic statistical technique for dealing with missing data, to find maximum-likelihood solutions, which include the conventional least-squares solution as a special case.
However, the only solution to missing data is not to have any.
MI has been accepted as a solution for missing data problems in many settings.
The common solution – modeling missing data, or extrapolating data of one country to another country – yields epistemic uncertainty.
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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