Chao Lan

On the Unreported-Profile-is-Negative Assumption for Predictive Cheminformatics

2017 · arXiv (Cornell University)

In cheminformatics, compound-target binding profiles has been a main source of data for research. For data repositories that only provide positive profiles, a popular assumption is that unreported profiles are all negative. In this paper, …

Active Query of Private Demographic Data for Learning Fair Models

2020

Learning a fair prediction model is an important research problem with profound societal impacts. Most approaches assume free access to the sensitive demographic data, whereas these data are becoming restricted to use by privacy regulations. …