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In each case, we have sorted the proximity links according to their weight in descending order and calculated the confusion matrix after including more and more proximity links.
Again, we see that call links can be captured more efficiently by proximity links than Facebook interactions.
In the Appendix, we include further evaluation of how well proximity links can predict those of communication links.
(c) Fraction of social links recovered by the strongest ambient (dashed) and intimate (solid) physical proximity links: calls (green) and Facebook (blue).
Here, the loss in the voice call graph is 9 %, and the introduction of the spatio-temporal proximity links increases the number of nodes weakly connected (more 3%% of nodes w.r.t (mathcal {D}_{textit {cs}})).
It is important to realize that a majority of the proximity links (both ambient and intimate) are due to the co-location of students attending the same classes, which explains the low correlations seen in the data.
Similar(51)
In other words, we considered the problem of predicting communication links using the proximity link weight as a predictor.
Given this proximity, linked physicians become progressively similar because of the induced homophily guiding their choices [ 24].
Unlike Singapore, which expects its economy to shrink by as much as 5percentthis yearar, economists say Hong Kong benefits from its proximity and links to China, where the government has announced huge stimulus measures and has the financial ability and policy leeway to do more.
"They were just bones, bones in a box, but their bones were his bones, and he stood as close to the bones as he could, as though the proximity might link him up with them and mitigate the isolation born of losing his future and reconnect him with all that had gone".
1. Proximity-driven link creation.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com