3 papers
cs.LG2024
IGNITE: Individualized GeNeration of Imputations in Time-series Electronic health records
Ghadeer O. Ghosheh, Jin Li, Tingting Zhu
Electronic Health Records present a valuable modality for driving personalized medicine, where treatment is tailored to fit individual-level differences. For this purpose, many dat…
cs.LG2024
Understanding Missingness in Time-series Electronic Health Records for Individualized Representation
Ghadeer O. Ghosheh, Jin Li, Tingting Zhu
With the widespread of machine learning models for healthcare applications, there is increased interest in building applications for personalized medicine. Despite the plethora of…
cs.LG2024
A Perspective on Individualized Treatment Effects Estimation from Time-series Health Data
Ghadeer O. Ghosheh, Moritz Gögl, Tingting Zhu
The burden of diseases is rising worldwide, with unequal treatment efficacy for patient populations that are underrepresented in clinical trials. Healthcare, however, is driven by…