4 papers
Subtype-Aware Registration of Longitudinal Electronic Health Records
Xin Gai, Shiyi Jiang, Anru R. Zhang
Electronic Health Records (EHRs) contain extensive patient information that can inform downstream clinical decisions, such as mortality prediction, disease phenotyping, and disease…
Exploration of Low-Power Flexible Stress Monitoring Classifiers for Conformal Wearables
Florentia Afentaki, Sri Sai Rakesh Nakkilla, Konstantinos Balaskas +6
Conventional stress monitoring relies on episodic, symptom-focused interventions, missing the need for continuous, accessible, and cost-efficient solutions. State-of-the-art approa…
Defending Against Gradient Inversion Attacks for Biomedical Images via Learnable Data Perturbation
Shiyi Jiang, Farshad Firouzi, Krishnendu Chakrabarty
The increasing need for sharing healthcare data and collaborating on clinical research has raised privacy concerns. Health information leakage due to malicious attacks can lead to…
Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models
Muhang Tian, Bernie Chen, Allan Guo +2
Electronic Health Records (EHRs) are rich sources of patient-level data, offering valuable resources for medical data analysis. However, privacy concerns often restrict access to E…