Published on in Vol 10, No 4 (2022): April
Preprints (earlier versions) of this paper are
available at
https://preprints.jmir.org/preprint/35734, first published
.
![Utility Metrics for Evaluating Synthetic Health Data Generation Methods: Validation Study Utility Metrics for Evaluating Synthetic Health Data Generation Methods: Validation Study](https://asset.jmir.pub/assets/d4a2c586bd68b42d8dafcc9b90142a88.png 480w,https://asset.jmir.pub/assets/d4a2c586bd68b42d8dafcc9b90142a88.png 960w,https://asset.jmir.pub/assets/d4a2c586bd68b42d8dafcc9b90142a88.png 1920w,https://asset.jmir.pub/assets/d4a2c586bd68b42d8dafcc9b90142a88.png 2500w)
Journals
- El Emam K, Mosquera L, Fang X. Validating a membership disclosure metric for synthetic health data. JAMIA Open 2022;5(4) View
- Zhang Z, Yan C, Malin B. Keeping synthetic patients on track: feedback mechanisms to mitigate performance drift in longitudinal health data simulation. Journal of the American Medical Informatics Association 2022;29(11):1890 View
- Rajotte J, Bergen R, Buckeridge D, El Emam K, Ng R, Strome E. Synthetic data as an enabler for machine learning applications in medicine. iScience 2022;25(11):105331 View
- Gonzalez-Abril L, Angulo C, Ortega J, Lopez-Guerra J. Statistical Validation of Synthetic Data for Lung Cancer Patients Generated by Using Generative Adversarial Networks. Electronics 2022;11(20):3277 View
- Mosquera L, El Emam K, Ding L, Sharma V, Zhang X, Kababji S, Carvalho C, Hamilton B, Palfrey D, Kong L, Jiang B, Eurich D. A method for generating synthetic longitudinal health data. BMC Medical Research Methodology 2023;23(1) View
- D'Amico S, Dall’Olio D, Sala C, Dall’Olio L, Sauta E, Zampini M, Asti G, Lanino L, Maggioni G, Campagna A, Ubezio M, Russo A, Bicchieri M, Riva E, Tentori C, Travaglino E, Morandini P, Savevski V, Santoro A, Prada-Luengo I, Krogh A, Santini V, Kordasti S, Platzbecker U, Diez-Campelo M, Fenaux P, Haferlach T, Castellani G, Della Porta M. Synthetic Data Generation by Artificial Intelligence to Accelerate Research and Precision Medicine in Hematology. JCO Clinical Cancer Informatics 2023;(7) View
- El Emam K. Status of Synthetic Data Generation for Structured Health Data. JCO Clinical Cancer Informatics 2023;(7) View
- Pun F, Ozerov I, Zhavoronkov A. AI-powered therapeutic target discovery. Trends in Pharmacological Sciences 2023;44(9):561 View
- Lenatti M, Paglialonga A, Orani V, Ferretti M, Mongelli M. Characterization of Synthetic Health Data Using Rule-Based Artificial Intelligence Models. IEEE Journal of Biomedical and Health Informatics 2023;27(8):3760 View
- Alloza C, Knox B, Raad H, Aguilà M, Coakley C, Mohrova Z, Boin É, Bénard M, Davies J, Jacquot E, Lecomte C, Fabre A, Batech M. A Case for Synthetic Data in Regulatory Decision‐Making in Europe. Clinical Pharmacology & Therapeutics 2023;114(4):795 View
- Ali Q. A trade-off between farm production and flood alleviation using land use tillage preferences as a natural flood management (NFM) strategy. Smart Agricultural Technology 2023;6:100361 View
- He S, Chong P, Yoon B, Chung P, Chen D, Marzouk S, Black K, Sharp W, Safari P, Goldstein J, Raja A, Lee J. Entropy removal of medical diagnostics. Scientific Reports 2024;14(1) View
- Ghosheh G, Li J, Zhu T. A Survey of Generative Adversarial Networks for Synthesizing Structured Electronic Health Records. ACM Computing Surveys 2024;56(6):1 View
- Ling X, Menzies T, Hazard C, Shu J, Beel J. Trading Off Scalability, Privacy, and Performance in Data Synthesis. IEEE Access 2024;12:26642 View
- Vallevik V, Babic A, Marshall S, Elvatun S, Brøgger H, Alagaratnam S, Edwin B, Veeraragavan N, Befring A, Nygård J. Can I trust my fake data – A comprehensive quality assessment framework for synthetic tabular data in healthcare. International Journal of Medical Informatics 2024;185:105413 View
- El Emam K, Mosquera L, Fang X, El-Hussuna A. An evaluation of the replicability of analyses using synthetic health data. Scientific Reports 2024;14(1) View
- Akiya I, Ishihara T, Yamamoto K. A Comparison of Synthetic Data Generation Techniques for Control Group Survival Data in Oncology Clinical Trials: Simulation Study (Preprint). JMIR Medical Informatics 2023 View