Machine learning algorithms have become increasingly common and have affect many aspects of our life. However, because … the objective of most of the standard, off-the-shelf machine learning algorithms is to maximize the prediction performance … academic researchers and practitioners to develop machine learning algorithms that are fair. Even then, most such algorithms …

the nature of the task at the second date further shows that learning is unencumbered by a change in environment. Our …