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We notice that probability density of data points is similar to each other in their local neighbour region, and this motivates us to use only the local region instead of the whole dataset to improve prediction accuracy and save computation cost.
Competing approaches to the proposed UbiSOM use only the local quantization error (E t)).
Their methods took advantage of local coding [46] and early cutoff soft assignment to use only the local neighborhood of a descriptor during the coding step [47].
By restricting the coding to use only the local dictionary elements, the method has achieved improvements over their non-local equivalents.
However, the above structure tensors are essentially linear smoothing of J0, and use only the local average of the first-order differential information.
Similar(55)
Second, frequency doubling of an input infrared laser in a silicon waveguide using only the local electric field is shown.
For each subsystem, a local estimator is designed to estimate the interactions and states of the subsystem, using only the local output measurements.
Here, the sink node uses only the local prediction models of cluster heads to forecast all readings in the network without direct communication.
These results provide evidence that no advantage would be gained during the establishment of Eucalyptus leucoxylon at this site by using only the local provenance from within the range we sampled.
Cushing, for one, often used only the local anesthetic Novocain.(The brain itself does not have pain receptors, but having one's skull cut open must have been agonizing).
By introducing an indicator variable of boundary volume fraction (BVF) for each fluid particle, the boundary of arbitrary-shape objects is detected on-the-fly for the moving fluid particles using only the local particle configuration.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com