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The corpus of the scientific literature has reached such size that a lot of useful data, dispersed throughout millions different articles, are now hard to recover.
To ensure confidentiality, data dispersed to project team members will be blinded of any identifying participant information.
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This approach is very sensitive to the quality of the data and is not adapted to cases where data are dispersed or if there are local trends in the data.
Data meaning perspective: Due to the fact that, nowadays, most data are dispersed to different regions, systems, or applications, the "meaning" of the collected data from various sources may not be exactly the same, which may significantly impact the quality of the machine learning results.
Companies are awash in data, albeit dispersed and, often, unintentionally hidden.
This shift requires not just new hardware, but new approaches to the way that data is dispersed, organized and stored.
A team of researchers led by Columbia computer science professor David Blei has developed a new machine-learning algorithm that can scan enormous quantities of genetic data randomly dispersed across populations.
The anonymized data are dispersed on hadoop distributed file system.
Register data are dispersed over several thousand municipal authorities.
Jabbing to different parts of space to indicate how data are dispersed (as if making points on a scatterplot).
Moving forward, many of the advances in education will be brought about by further integration of personalized learning into the smart learning environment, such as ubiquitous access to technology through continuously shifting mobile devices and mobile platforms, cloud-based services, big data, and dispersed learning environments will further emphasize the affordances of learning technologies.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com