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A direct consequence of the lack of structural information present in ego-networks is that standard algorithms, for instance based on common neighbors, are unable to predict links between two nodes better than purely random predictions.
The AUCs of the in vitro models iNJ661m and iNJ661 were not significantly larger than those of random predictions (0.50), indicating the inability of these networks to predict in vivo essentiality.
The c-index, a generalisation of the area under the receiver operating characteristic (ROC) curve, is the probability of concordance between observed and predicted survival based on pairs of individuals, with c=0.5 for random predictions and c=1 for a perfectly discriminating model.
Just time for some random predictions, to dish out in haste and then repent at leisure.
In the case of the tech portrayed in several of these sci-fi movies, such as Minority Report and 2001: A Space Odyssey, it was not random predictions.
We observe that both methods are superior to the random predictions.
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The predicted results of the method are totally better than random prediction.
(Random prediction: that will not happen).
Random prediction: Sean Henn turns out to be pretty good for the San Diego Padres.
Random prediction: Berdych will belt more outright winners than Nadal, but it won't be enough to bring him victory.
This graphical technique compares to a random prediction.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com