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.

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Institutions

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

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article

How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data

Giovanna Nicora, Riccardo Bellazzi, Gabriele Santangelo, Arianna Dagliati
6 citations
BMC Medical Informatics and Decision Making
Machine Learning in Healthcare
14.89
article

How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data

Giovanna Nicora, Riccardo Bellazzi, Gabriele Santangelo, Arianna Dagliati
article en
6 citations

Abstract

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.

BMC Medical Informatics and Decision MakingVol. 25(1)
University of Pavia (IT)
Università Campus Bio-Medico di Roma, Ministero dell'Economia e delle Finanze
Openalex Percentile: Top 1%
Machine Learning in Healthcare
14.89
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How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data — Giovanna Nicora, Riccardo Bellazzi, et al. · BMC Medical Informatics and Decision Making (2025) | TGRS Research Map | TGRS