Research graph
References from Evaluation of synthetic data generation for longitudinal 6-year follow-up subclinical cardiovascular disease data using GAN models. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
10.1001/jama.290.7.898
10.1001/jama.290.7.898 · External reference
10.1056/nejmoa1605086
10.1056/nejmoa1605086 · External reference
10.2147/rmhp.s8288
10.2147/rmhp.s8288 · External reference
Visualization of asymptomatic atherosclerotic disease for optimum cardiovascular prevention (VIPVIZA): a pragmatic, open-label, randomised controlled trial
10.1016/s0140-6736(18)32818-6 · 2019 · External reference
10.1136/bmjopen-2015-009651
10.1136/bmjopen-2015-009651 · External reference
10.1109/cloudtech.2015.7337020
10.1109/cloudtech.2015.7337020 · External reference
Leveraging AI-enhanced digital health with consumer devices for scalable cardiovascular screening, prediction, and monitoring
10.1038/s44325-025-00071-9 · 2025 · External reference
10.1109/memea.2019.8802162
10.1109/memea.2019.8802162 · External reference
10.2196/35675
10.2196/35675 · External reference
Digital technology interventions for risk factor modification in patients with cardiovascular disease: systematic review and meta-analysis
10.2196/21061 · 2021 · External reference
10.1371/journal.pdig.0000082
10.1371/journal.pdig.0000082 · External reference
The health digital twin to tackle cardiovascular disease—a review of an emerging interdisciplinary field
10.1038/s41746-022-00640-7 · 2022 · External reference
10.1136/bmj.h1139
10.1136/bmj.h1139 · External reference
10.1371/journal.pone.0028071
10.1371/journal.pone.0028071 · External reference
Unresolved reference
2017 · External reference
HIPAA privacy rule and public health. Guidance from CDC and the US Department of Health and Human Services
2003 · External reference
10.1177/20552076221084458
10.1177/20552076221084458 · External reference
Current recommendations/practices for anonymising data from clinical trials in order to make it available for sharing: A scoping review
10.1177/17407745221087469 · 2022 · External reference
Unresolved reference
External reference
Generating synthetic personal health data using conditional generative adversarial networks combining with differential privacy
10.1016/j.jbi.2023.104404 · 2023 · External reference
Statistical analysis of masked data
1993 · External reference
Unresolved reference
External reference
Conditional Generative Adversarial Nets
2014 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
External reference
Unresolved reference
2017 · External reference
10.48550/arxiv.1811.11264
10.48550/arxiv.1811.11264 · External reference
Unresolved reference
External reference
Medical data sharing and synthetic clinical data generation–maximizing biomedical resource utilization and minimizing participant re-identification risks
10.1038/s41746-025-01935-1 · 2025 · External reference
Comparison of three anonymization tools for a Health Fitness Study
10.1038/s41597-025-05823-x · 2025 · External reference
10.1007/s41060-025-00816-w
10.1007/s41060-025-00816-w · External reference
SynTEG: a framework for temporal structured electronic health data simulation
10.1093/jamia/ocaa262 · 2021 · External reference
Generating synthetic mixed-type longitudinal electronic health records for artificial intelligent applications
10.1038/s41746-023-00834-7 · 2023 · External reference
Synthesize high-dimensional longitudinal electronic health records via hierarchical autoregressive language model
10.1038/s41467-023-41093-0 · 2023 · External reference
10.1109/bibm47256.2019.8983281
10.1109/bibm47256.2019.8983281 · External reference
Functional data analysis
10.1146/annurev-statistics-041715-033624 · 2016 · External reference
Including an infrequently measured time-dependent error-prone covariate in survival analyses: a simulation-based comparison of methods
2025 · External reference
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review
2023 · External reference
10.1016/j.ajpc.2021.100199
10.1016/j.ajpc.2021.100199 · External reference
The Västerbotten Intervention Programme: background, design and implications
10.3402/gha.v3i0.4643 · 2010 · External reference
10.1016/j.ajpc.2021.100199
10.1016/j.ajpc.2021.100199 · External reference
Evaluation after delayed and repeated intervention in the VIPVIZA-extended randomized controlled trial: beneficial results 6 years after baseline
10.1093/ehjopen/oeag047 · 2026 · External reference
10.1016/j.neucom.2022.04.053
10.1016/j.neucom.2022.04.053 · External reference
A scoping review of privacy and utility metrics in medical synthetic data
10.1038/s41746-024-01359-3 · 2025 · External reference
A survey of generative adversarial networks for synthesizing structured electronic health records
2024 · External reference
Unresolved reference
External reference
10.1007/s10618-024-01081-4
10.1007/s10618-024-01081-4 · External reference
Methodological issues associated with longitudinal research: findings from the Leuven Longitudinal Study on Lifestyle, Fitness and Health (1969–2004)
10.1080/02640410600951563 · 2007 · External reference
FragmGAN: generative adversarial nets for fragmentary data imputation and prediction
10.1080/24754269.2023.2272554 · 2024 · External reference
Not Another Imputation Method: A Transformer-based Model for Missing Values in Tabular Datasets
2024 · External reference
MARIA: a multimodal transformer model for incomplete healthcare data
10.1016/j.compbiomed.2025.110843 · 2025 · External reference
No free lunch theorems for optimization
2002 · External reference
10.1023/a:1021251113462
10.1023/a:1021251113462 · External reference
Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches
10.1016/j.knosys.2013.01.018 · 2013 · External reference
Factors affecting the quality of person-generated wearable device data and associated challenges: rapid systematic review
10.2196/20738 · 2021 · External reference
Unresolved reference
External reference
