40 citations · 53 across the 15 of their papers we have counts for
3 papers · 1 filter
MoCo-Transfer: Investigating out-of-distribution contrastive learning for limited-data domains
Yuwen Chen, Helen Zhou, Zachary C. Lipton
Medical imaging data is often siloed within hospitals, limiting the amount of data available for specialized model development. With limited in-domain data, one might hope to lever…
Business Metric-Aware Forecasting for Inventory Management
Helen Zhou, Sercan O. Arik, Jingtao Wang
Time-series forecasts play a critical role in business planning. However, forecasters typically optimize objectives that are agnostic to downstream business goals and thus can prod…
Evaluating Model Performance in Medical Datasets Over Time
Helen Zhou, Yuwen Chen, Zachary C. Lipton
Machine learning (ML) models deployed in healthcare systems must face data drawn from continually evolving environments. However, researchers proposing such models typically evalua…