Team: Super2021
Project: BeFair (A Bias Detection Tool)
Team Members: Yinghao Zhu, Jingkun An, Enshen Zhou, Hao Li, Haoran Feng
We are students from Beihang University.
Research Interests: deep-based clinical predictive modeling with electronic health record (EHR) data
Brief Introduction
We designed an adaptive threshold method to evaluate the level of bias in both the dataset and the model, and implemented a multi-level reweighting method to correct for bias. We validated our approach on clinical dataset (MEPSDataset19) and adult census income dataset (AdultDataset). The proposed method found significant performance improvements.
Link to Video: BeFair: A Multi-Level-Reweighing Method to Mitigate Bias for Healthcare (YouTube)