How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data
Synthetic data mitigate concerns about privacy and data accessibility, yet lacks standardized evaluation metrics. SynthRO provides an accessible dashboard helping users select suitable synthetic data models, and it also supports various use cases in healthcare, enhancing prognostic scores and enabling federated learning. SynthRO's accessible GUI and modular structure facilitate effective data evaluation, promoting reliability and fairness. Future developments will include temporal data evaluation, further broadening its applicability.
Authors
- Giovanna Nicora (ORCID: https://orcid.org/0000-0001-7007-0862)
- Riccardo Bellazzi (ORCID: https://orcid.org/0000-0002-6974-9808)
- Gabriele Santangelo
- Arianna Dagliati (ORCID: https://orcid.org/0000-0002-5041-0409)
Institutions
- University of Pavia (IT)
Publication Details
- Journal
- BMC Medical Informatics and Decision Making
- Published
- 2025-02-18
- DOI
- https://doi.org/10.1186/s12911-024-02731-9
- Citations
- 6
- Primary Topic
- Machine Learning in Healthcare
- Type
- article
- Field-Weighted Citation Impact
- 14.89
Funders
- Università Campus Bio-Medico di Roma
- Ministero dell'Economia e delle Finanze