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It is often unclear what a count truly means, physically or physiologically, as the underlying data processing method and assumptions are often concealed from the end user.
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With Google Cloud Dataflow, developers can create and monitor data processing pipelines without having to worry about the underlying data processing cluster.
Now any media or social TV company could build its own ElectionMeter-style app without having to worry about the underlying data processing and infrastructure.
We introduce the use of hierarchical tensors as the underlying data structure to capture this data-sparseness, specifically through local rank-1 factorizations of the transport matrix.
No incubation period restricting data use and release is required, as the underlying data have already been published.
Moreover, our model implies that the underlying data, shared among processing steps, should be done via tabular data stores; whereas most workflow models rely on files to store and share the data, which cannot achieve the same scalability and flexibility.
They examined the quality of the pricing process by looking at the underlying data used in pricing proposals, as well as whether private insurers follow Medicare pricing decisions more when the underlying proposals come from affiliated specialties.
Such experiments, however, would be impossible without access to the underlying data, and companies like Uber typically want to grab and hold as much data as they can.
As for any method, the success of our approach depends on the quality of the underlying data that are available.
The underlying data are here.
"How was the underlying data used?
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com