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Deep buffering of readout events gives an independence of data reading from their processing.
The independence of data processing between rows and columns is the key to apply of SDM parallelization strategy.
In context of the IoT perspective, it supports storage independence of data related to any "thing(s)".
To ensure the statistical independence of data and made several iterations, random order selection of the samples was incorporated before separation in training, validation, and test.
Hierarchical linear modeling (Raudenbush & Bryk 2002) is the preferred analytic method for this design because it accounts for the lack of statistical independence of data (e.g., POs clustered within site within condition) and because it is more flexible than standard statistical regression based on the General Linear Model.
Independence of data points within the five groups was assured by using different source colonies as donors for each replicate.
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We also highlight a problem inherent in the design of many studies of diel variation of fauna (i.e. the potential non-independence of data among day and night periods) and discuss its solution.
Subject and opponent identity were included as random factors in all models to control for between-subject variation and non-independence of data points.
Because comparative studies can be confounded by non-independence of data as a result of common ancestry [73], we used a generalized least-squares approach in a phylogenetic framework [74], [75] implemented in the APE package [76].
Analyses were repeated using Cox models, to allow for changing rates by age, and using robust standard errors to allow for non-independence of data from children with the same mother.
The step-down permutation procedure was employed to correct for multiple tests and non-independence of data [ 86].
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