A Pólya urn approach to information filtering in complex networks

Abstract

With ever-growing datasets, it is useful to filter out details and keep only the links that carry the relevant structural information. Here the authors generalize the disparity filter by providing a tolerance parameter that can be used to tune how strict the filter is in the selection of edges to preserve.