Algorithm design and analysis is fundamental to all areas of computer science and gives a rigorous framework for the study optimization. This course provides an introduction to algorithm design ...

In this article, we recognize the profound effects that algorithmic decision-making can have on people's lives and propose a harm-reduction framework for algorithmic fairness. We argue that any ...

Algorithmic Sufficient Statistic: A minimal description capturing the regularities of a data set, balancing simplicity of the model with fidelity to the data. Algorithmic Information Theory and ...

To this landscape, we contribute a novel analysis of the AFST, extending a framework of algorithmic design as policymaking to the AFST’s development and deployment decisions. We surface value ...