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The quantitative analysis stage of the workflow comprises two steps: 1. Quantitative trajectory description.
Once qualitative patterns are detected, they can be quantitatively tested for statistical significance in the final stage of the workflow.
Figure 2 presents the big data pipeline architecture with each stage of the workflow numbered and highlighted.
With the data set now converted and resident on a parallel file system, the next stage of the workflow, analysis via scalable methods, can be executed.
The spatio-temporal investigation of the USC LST connection constitutes the final stage of the workflow and is achieved in the framework of a dedicated correlation analysis.
Moreover, by taking a process-based approach, it became possible to articulate the concerns, and the potential solutions, at each stage of the workflow.
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The last two stages of the workflow comprise a 'sense making loop' where plausible theories are first formulated and explored visually in a qualitative manner and then statistically verified in the following stage, which, in turn, may lead to new theories and hypotheses that can be visually explored again.
This classification is achieved using the third-party Java library Classifier4J [39], version 0.6., and allows for a greater proportion of the experimental sections within the patent corpus to be recognised as such and treated appropriately during the later stages of the workflow.
KS statistics also provide a lower threshold boundary which provided a quantitative justification for selecting candidates for detailed analysis in later stages of the workflow [ 32].
The test workflow was the computationally dominant Autodock parameter sweep stage of the docking workflow shown in Figure 6 the computationally non-intensive pre- and post-processing stages being ignored.
The BBP synthesizer, which forms stage 3 of the workflow in Fig. 1, uses a neuron class-dependent set of statistical features obtained from the NeuroM tool to simultaneously grow a large number of cells within a user-defined volume of space.
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stage of the labor
stage of the job
steps of the workflow
stage of the working
phases of the workflow
stage of the research
stage of the project
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stage of the game
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