98 citations · 137 across the 7 of their papers we have counts for
7 papers
A Consensus Privacy Metrics Framework for Synthetic Data
Lisa Pilgram, Fida K. Dankar, Jorg Drechsler +12
Synthetic data generation is one approach for sharing individual-level data. However, to meet legislative requirements, it is necessary to demonstrate that the individuals' privacy…
Split Learning for Distributed Collaborative Training of Deep Learning Models in Health Informatics
Zhuohang Li, Chao Yan, Xinmeng Zhang +4
Deep learning continues to rapidly evolve and is now demonstrating remarkable potential for numerous medical prediction tasks. However, realizing deep learning models that generali…
Enabling Trade-offs in Privacy and Utility in Genomic Data Beacons and Summary Statistics
Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin +1
The collection and sharing of genomic data are becoming increasingly commonplace in research, clinical, and direct-to-consumer settings. The computational protocols typically adopt…
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models
Chao Yan, Yao Yan, Zhiyu Wan +5
Synthetic health data have the potential to mitigate privacy concerns when sharing data to support biomedical research and the development of innovative healthcare applications. Mo…
Distillation to Enhance the Portability of Risk Models Across Institutions with Large Patient Claims Database
Steve Nyemba, Chao Yan, Ziqi Zhang +4
Artificial intelligence, and particularly machine learning (ML), is increasingly developed and deployed to support healthcare in a variety of settings. However, clinical decision s…
Defending Against Membership Inference Attacks on Beacon Services
Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin +1
Large genomic datasets are now created through numerous activities, including recreational genealogical investigations, biomedical research, and clinical care. At the same time, ge…
Dynamically Adjusting Case Reporting Policy to Maximize Privacy and Utility in the Face of a Pandemic
J. Thomas Brown, Chao Yan, Weiyi Xia +5
Supporting public health research and the public's situational awareness during a pandemic requires continuous dissemination of infectious disease surveillance data. Legislation, s…