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Vertex nomination: The canonical sampling and the extended spectral nomination schemes
There are vertex nomination schemes in the literature, including the optimally precise canonical nomination scheme~$\mathcal{L}^C$ and the consistent spectral partitioning nomination scheme~$\mathcal{L}^P$.
Semi-supervised K-means++
Traditionally, practitioners initialize the {\tt k-means} algorithm with centers chosen uniformly at random.
On latent position inference from doubly stochastic messaging activities
Each of the message-exchanging actors is modeled as a process in a latent space.
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