Exact(18)
Many different distributions P over observed links may be plausible and justifiable based on the research literature in link prediction.
In such a data set, some links may be unobserved, and some observed links might be spurious.
The reconstructed network then, is the conditional expected network under the estimated stochastic blockmodel given the set of observed links.
But despite the wealth of observed links between DNA damage and tumors, scientists are only beginning to understand the genetic mishaps that drive tumor progression.
We introduce a frequentist (non-Bayesian) method for model-based link prediction from link data in which (a) there may be unobserved links, and (b) an observed link is reliable, i.e., there are no observed links that are spurious.
The density of links in the bipartite network, defined as number of observed links over number of potential links, was on average decreasing from the value of 0.0867 in 1980 to the value of 0.0398 in 2011.
Similar(42)
Similarly, a non-observed link and an observed link are both picked randomly and compared by likelihood score assigned to obtain the AUC.
Whenever possible, we underlined the similarities and differences between the two locations observed, linking the physical characteristics of the parking systems with the observed behaviours.
Another factor that is worth noting is that the research specifies that there is no observed link between breast size and physical activity, meaning it's not just larger-breasted women who are put off exercising.
Thus the current results support the previously observed link between focal malformations and deficits in rapid auditory processing.
From a theoretical standpoint, this result can be justified by the lower number of (stochastic) equations (independent observed link flows) with respect to the unknowns (O D flows).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com