Networks are ubiquitous in the world around us. Any system of interacting
objects can be conveniently represented as a network, allowing
for mathematical interrogation of its properties. These systems range
from news and social networks (such as Twitter, Facebook, Google+
or school interaction networks) to physical systems (such as gene interactions
networks, gas or electric networks).
In this thesis, we investigate the effect of connectivity patterns of individuals
in social networks on the spreading of behaviour and information
from, analytical and empirical perspectives. The connectivity
patterns that society are organised into mediate the individuals’ behaviour
and in turn the behaviour of the network as a whole. For
example, the adoption of a behaviour and the spreading of information
is shaped by these same connectivity patterns. Providing a rigorous
mathematical understanding of such diffusion process is of key
importance for a broad range of domains from the social sciences,
epidemiology to commercial interests.
We present an analytically tractable model for the spreading of the
adoption of behaviours on clustered clique-type networks. We successfully
address the shortfalls of previous models, account for clustering,
and provide an analytical validation of experimental results for the
diffusion of behaviour on clustered networks. Second, we presented industry
work modelling subscriber retention for a telecommunications
company, where we provide a detailed understanding of subscriber
behaviour and successfully predict non-renewal of subscriptions.
We examined the relationship between community structure, user sentiment
and ideological disposition on Twitter surrounding the Irish
Marriage Referendum in 2015. We propose a novel approach to finding
users of differing ideological dispositions. Lastly, we leverage the
ideological communities to create a novel framework that enables us
to examine how information (in the form of retweets) diffused between
the differing ideological groups involved in the debate about
the referendum.
Funding
PI: MARK LEISING/CLEMSON UNIVERSITY U.S. INTEGRAL USERS GROUP CHAIR SUMMARY: TO SUPPORT MY WORK AND TRAVEL AS CHAIR OF THE U.S. INTEGRAL USERS GROUP (US-IUG). ORGANIZE AND ATTEND 2 US-LUG MEETINGS AT GODDARD SPACE FLIGHT CENTER WORK WITH THE PROJECT TO EN