TADA: Temporal-aware Adversarial Domain Adaptation for patient outcomes forecasting

Chang'an Yi, Haotian Chen, Yonghui Xu, Yan Zhou, Juan Du, Lizhen Cui, Haishu Tan

Abstract: Highlights•Both long-term and short-term domain gap are simultaneously addressed.•A temporal-aware adversarial adaptation model to handle clinical time series data.•Theoretical analysis is provided for the patient outcomes forecasting model.