Can I trust my fake data -- A comprehensive quality assessment framework
for synthetic tabular data in healthcare

Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare

24 January 2024

Aleksandar Babic

Severin Elvatun

Narasimha Raghavan

Anne Kjersti Befring

Papers citing "Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare"

14 / 14 papers shown

Title
Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data B. V. Breugel M. Schaar 48 30 0 07 Apr 2023
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning A. Luccioni Alex Hernandez-Garcia 65 51 0 16 Feb 2023
Synthetic data enable experiments in atomistic machine learning John L A Gardner Z. Beaulieu Volker L. Deringer 58 6 0 29 Nov 2022
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models Chao Yan Yao Yan Zhiyu Wan Ziqi Zhang L. Omberg J. Guinney S. Mooney B. Malin SyDa 53 67 0 02 Aug 2022
Multi-Label Clinical Time-Series Generation via Conditional GAN C. Lu Chandan K. Reddy Ping Wang Dong Nie Yue Ning SyDa 62 26 0 10 Apr 2022
The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms N. Kuo Mark Polizzotto S. Finfer Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Louisa R Jorm S. Barbieri OOD 61 29 0 12 Mar 2022
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 87 196 0 17 Feb 2021
On Utility and Privacy in Synthetic Genomic Data Bristena Oprisanu Georgi Ganev Emiliano De Cristofaro 45 14 0 05 Feb 2021
Differentially Private Synthetic Medical Data Generation using Convolutional GANs A. Torfi Edward A. Fox Chandan K. Reddy SyDa MedIm 67 121 0 22 Dec 2020
Longitudinal Variational Autoencoder S. Ramchandran Gleb Tikhonov Kalle Kujanpää Miika Koskinen Harri Lähdesmäki DRL CML BDL 52 37 0 17 Jun 2020
Generating Electronic Health Records with Multiple Data Types and Constraints Chao Yan Ziqi Zhang Steve Nyemba B. Malin SyDa 38 35 0 17 Mar 2020
Deep generative models in DataSHIELD S. Lenz Harald Binder FedML SyDa OOD MedIm 97 18 0 11 Mar 2020
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records A. Torfi Edward A. Fox SyDa 52 58 0 25 Jan 2020
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 86 695 0 21 Oct 2019

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