Visual Analytical Methods for Exploring the Algorithmic Infrastructures of Social Media Platforms

This thesis examined how the prevalence of visual social media platforms like Instagram and YouTube have created a need for computational methods that allow researchers to analyse visual media at scale. It prototyped and tested a computational toolkit that enables researchers to identify and analyse visual patterns within large-scale image datasets prevalent on visual social media platforms.