A Socio-mathematical and Structure-Based Approach to Model Sentiment Dynamics in Event-Based Text by Areej Alhothali A thesis presented to the University of Waterloo in fulfillment of the thesis requirement for the degree of Doctor of Philosophy in Computer Science Waterloo, Ontario, Canada, 2017 c Areej Alhothali 2017