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This optimal combination is the least resource-consuming and requires the least amount of data transfer.
In the latter case, this should consist of the least amount of data possible to reduce transmission delay and processing requirements.
Finally, it is interesting to specifically consider the fact that the PCA-Gabor method explains the least amount of data variance compared to the other two methods.
Experiments show that when feature matrix is reduced to 2-dimensional (k = 2), the proximate recognition effect as the original data can be achieved with the least amount of data.
This phenomenon exhibited itself in the analysis of the biological data as PCA-Gabor most effectively differentiated between the experimental conditions with the least amount of data variance, or in other words capturing the least amount of noise, compared to the other two methods.
For example, the sample with the least amount of data was from infant #4, sample 4 (2 Gbp).
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In many places, the people who stand to benefit most from education data -- parents and families -- have the least amount of information about their children's learning.
In general, the order of the sequence is determined by the amount of missing data, where the variable with least amount of missing data is imputed first, and so on.
This method of data collection has been shown in a randomized trial to provide the least amount of missing data by the respondent and is generally favored over the use of a face-to-face interview or computer-based self-completed questionnaire [ 18].
At the data release level, the goal is generally to release the least amount of personal data necessary to achieve the scientific objective.
In particular, the PCA-Gabor method captured the largest amount of experimentally relevant variance, while using the least amount of overall data variance.
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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