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The only data processing required for the deep-learning machine is to ensure the consistency of the image orientation and the voxel dimensions between images.
The challenges to this approach include the immensity of the data processing required and the ability to achieve high resolution.
Section 3 presents the data processing required to derive the coefficients of the ARIMA model.
There is also a requirement for healthcare providers to demonstrate that their procedures fulfil the conditions of lawful data processing required by the GDPR, e.g. on the basis of explicit consent of the data subject, or the use of safeguards when processing data for research or public health purposes.
Paired end data processing required both pairs were required to pass filtering and quality control or else the entire pair was discarded.
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This is especially challenging if data processing requires additional programming (e.g., converting the output of one program to the required format for input into the next program).
The fourth phase of data processing requires about 15 min by a skilled operator (often an engineer) for the manipulation of the 3D images.
Other platforms oriented to dataflows like Spark propose alternatives to data processing requiring computing resources and also Storm and Flink for dealing with streams (i.e., Big data velocity).
Optimization of data processing requires standardization of images known as normalization.
Therefore, data processing requires the assignment of metabolite ions and the grouping of features into deconvoluted spectra before meaningful annotation of metabolites can be achieved.
However, though based on standards, the data processing requires, in most cases, user's awareness on methods and parameters, as well as a constant updating on data requirements and novel tools, due to the fast evolution in the field.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com