Ethics and Political Philosophy Commons^™

Mirror, Mirror, On The Wall—Biased Impartiality, Appearances, And The Need For Recusal Reform, Zygmont A. Pines

Dickinson Law Review (2017-Present)

The article focuses on a troubling aspect of contemporary judicial morality.

Impartiality—and the appearance of impartiality—are the foundation of judicial decision-making, judicial morality, and the public’s trust in the rule of law. Recusal, in which a jurist voluntarily removes himself or herself from participating in a case, is a process that attempts to preserve and promote the substance and the appearance of judicial impartiality. Nevertheless, the traditional common law recusal process, prevalent in many of our state court systems, manifestly subverts basic legal and ethical norms.

Today’s recusal practice—whether rooted in unintentional hypocrisy, wishful thinking, or a pathological cognitive dissonance— …

Implementation Considerations For Mitigating Bias In Supervised Machine Learning, Bardia Bijani Aval

CSB and SJU Distinguished Thesis

Machine Learning (ML) is an important component of computer science and a mainstream way of making sense of large amounts of data. Although the technology is establishing new possibilities in different fields, there are also problems to consider, one of which is bias. Due to the inductive reasoning of ML algorithms in creating mathematical models, the predictions and trends found by the models will never necessarily be true – just more or less probable. Knowing this, it is unreasonable for us to expect the applied deductive reasoning of these models to ever be fully unbiased. Therefore, it is important that …