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The curve is examined for areas of large distances to the closest data points.
The margin is the distance between the separation plane and the closest data point.
We propose an algorithm enabling clients to locate tentatively the closest data replica without prior request to any metadata node.
This optimal separating hyperplane (OSH) w: wx + b = 0 maximizes the margin of the closest data points.
In theory, the distance of a query sample is considered from its k closest data points in the chemical space.
The separation plane divides the data into Class 1 and Class 2. The margin is the distance between the separation plane and the closest data point.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com