Network-theoretic modeling of complex activity using UK online sex advertisements

Abstract

Online sex has become a fast-growing business in both developing and developed network, with advertisements of (not necessarily unique) individuals numbering in the hundreds of millions across different Web portals. One such major hub of sex advertisement activity, before it was shut down by US federal agencies, was backpage.com. The backpage.com website was a classifieds-advertising portal that had become the largest marketplace for buying and selling sex by the time that federal law enforcement agencies seized it in April 2018. Since then, investigations have been actively underway. However, the data (which has recently been made available to us for research on UK Backpage) also offers valuable insights into the nature of the online sex business, including complex properties that can be best studied using network science. One of the challenges, however, is a rigorous modeling of the data as a network, since the primary data are web advertisements and metadata (backend database) on accounts that posted that ad. In this article, we conduct an empirical study of an important sample of the online sex marketplace using UK backpage, including presenting a methodology for constructing simple 'activity networks' that define some notion of real-world collaboration or connection between two entities (in our case, at the level of ad-posting accounts) and then studying the properties of these networks. We gather a set of insights into a domain that has not been studied at scale, let alone a national level, but that is continuing to be a growing social problem for many countries.

Knowledge Graphs: A Practical Review of the Research Landscape

“…More recently, within AI, graphs have found use in sub-fields ranging from planning to probabilistic reasoning and inference [2,3]. In the computational social sciences [4], as well as in complex systems research in the physical sciences, networks have emerged as an important model, with many important findings over the years [5][6][7][8], including domainspecific applications in finance [9][10][11][12], crisis informatics [13,14], biology [15][16][17] and even human trafficking [18][19][20][21]. Of course, these models are not exclusive to the communities where they are most prominent, although the goals of each community tend to be more distinct.…”