Reliability of Supervised Machine Learning Using Synthetic Data in Health Care: Model to Preserve Privacy for Data Sharing

European data law is impeding studies on diabetes and Alzheimer’s, researchers warn

(2019) Tania Rabesandratana   SCIENCE

Simulation of Synthetic Complex Data: The R Package simPop

(2017) Matthias Templ et al.   Journal of Statistical Software

Synthea: An approach, method, and software mechanism for generating synthetic patients and the synthetic electronic health care record

(2017) Jason Walonoski et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

synthpop: Bespoke Creation of Synthetic Data in R

(2016) Beata Nowok et al.   Journal of Statistical Software

Big Data In Health Care: Using Analytics To Identify And Manage High-Risk And High-Cost Patients

(2014) David W. Bates et al.   HEALTH AFFAIRS

Cohort description: The Northern Ireland Longitudinal Study (NILS)

(2011) D. O'Reilly et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Balancing Access to Health Data and Privacy: A Review of the Issues and Approaches for the Future

(2010) Julia Lane et al.   HEALTH SERVICES RESEARCH

Using Multiple Imputation to Integrate and Disseminate Confidential Microdata

(2009) Jerome P. Reiter   INTERNATIONAL STATISTICAL REVIEW

Cohort Profile: The Scottish Longitudinal Study (SLS)

(2008) P. J Boyle et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY