Papers for

social media analytics services

Papers whose findings have a practical use for this group, as judged from the abstract. Open a paper to read what it means in practice.

Building a social media network map of artworld influencers

Constructing an Artworld Influencers Network by Mining Social Media

Abstract: The author shows a methodology for constructing a network map of the artworld. The tweets posted by a manually comprised set of exemplar artworld actors and Natural Language Processing (NLP) methods are used to identify significant artworld actors, including those that do not own a Twitter account. Identified artworld actors form communities detected with the Louvain method, and their authority is evaluated with the HITS centrality method. The resulting artworld network exhibits the ability, starting with a small set of exemplar actors, to identify new artworld actors and provides a wealth of data that would be very hard to collect otherwise.

Mon 2 NovSocial and Information NetworksComputation and LanguageComputers and Society
The gist
Identifying key people in the artworld can be tricky, especially when some don’t even have social media accounts. The authors show how starting with a small list of known art influencers on Twitter and analyzing their tweets can reveal new important actors in the art community. They group these actors into communities and measure how influential each is in the network. This approach gathers valuable data about the artworld that would otherwise be very hard to collect.
Open → 2611.02657v1