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The only desideratum in the representations is that similar words have similar vectors, according to euclidian distance or cosine similarity.
As a result, similar vectors are mapped to the same cluster, i.e. group of vectors.
We focus on finding the simplest representatives of each class of similar vectors (21).
This optical flow is then segmented, and similar vectors are grouped since they are expected to belong to the same object.
With the application of this rule, the weights of the winning neuron and its neighbors are adjusted in order to have smaller Euclidean distances and, therefore, to give the output neurons capacity for classifying similar vectors.
The purpose of grouping similar vectors is the ability to assign a cluster to every object with independent movement and associate the cluster's average velocity vector to that object.
Similar(37)
These are the stops with very similar vector values.
The data instances that have similar vector representations are likely to have similar semantic meaning.
The angle pair of the most similar vector is considered as the estimated incoming direction.
The model undergoes the usual phenomenon of backward bifurcation exhibited by similar vector-borne disease transmission models.
The same goes for metapsychology, which resorts to constructs of similar vector-like character, such as psychological forces.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com