Latent Space Models
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The important idea in the latent space modelling is that the nodes which are associated with p-dimensional Euclidean space, and points that close in the latent space are more probable to form a link in the network. Seminal paper in the latent space modelling is due to Raftery etal "[ http://www.stat.washington.edu/raftery/Research/PDF/hoff2002.pdf Latent space approaches to social network analysis]" in Journal of American Statistical Association.