On Fairness

Most of us believe in fairness. Why then do we have creeping inequality in the land of the fair go?

This volume brings together cutting-edge research from emerging and senior scholars alike representing a variety of disciplines that bears on human preferences for fairness, equity and justice. Despite predictions derived from evolutionary and economic theories that individuals will behave in the service of maximizing their own utility and survival, humans not only behave cooperatively, but in many instances, truly altruistically, giving to unrelated others at a cost to themselves.

This book analyzes the 2018 and 2019 men's and women's World Cups to understand how the use of Video Assistant Referees (VAR) affected each tournament. Unlike goal technology, where the decision is entirely left to the machine's algorithm, the VAR still has a human component, making it prone to errors and controversies.

This book is a collection of chapters in the newly developing area of ethics in artificial intelligence. The book comprises chapters written by leading experts in this area which makes it a one of its kind collections. Some key features of the book are its unique combination of chapters on both theoretical and practical aspects of integrating ethics into artificial intelligence. The book touches upon all the important concepts in this area including bias, discrimination, fairness, and interpretability. Integral components can be broadly divided into two segments – the first segment includes empirical identification of biases, discrimination, and the ethical concerns thereof in impact assessment, advertising and personalization, computational social science, and information retrieval. The second segment includes operationalizing the notions of fairness, identifying the importance of fairness in allocation, clustering and time series problems, and applications of fairness in software testing/debugging and in multi stakeholder platforms. This segment ends with a chapter on interpretability of machine learning models which is another very important and emerging topic in this area.