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It makes better link predictions since the model alleviates the strong independency hypothesis among shared common neighbors to match the real-world situation.
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Their studies have shown that two proteins are likely to have same functions if they share common neighbors, and the more common neighbors they have, the more likely they have same functions.
They also shared common enemies.
But they shared common characteristics.
In particular, two nodes in a network are structurally similar if they share many common neighbors.
It implies that connected users sharing more common neighbors show more similar weekly patterns of service usages.
Thus their scores are all 0 for edges that connect two end nodes that do not share any common neighbors.
In this model, an HD link is preferentially attached between duplicated nodes when they share many common neighbors.
Figure 3A shows the probability PHD nN) that two homologous nodes have an HD link when they share nN common neighbors.
When two duplicated nodes share nN common neighbors, nN new triangles are created by an HD link between them (Figure 1C).
In this model, a new link is preferentially attached between two duplicated nodes to create a cross-interaction when they share many common neighbors.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com