A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models

2 August 2022

Papers citing "A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models"

22 / 22 papers shown

Title
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 43 0 0 08 Jan 2025
Generating Synthetic Electronic Health Record (EHR) Data: A Review with Benchmarking Xingran Chen Zhenke Wu Xu Shi Hyunghoon Cho Bhramar Mukherjee SyDa 33 1 0 06 Nov 2024
Debiasing Synthetic Data Generated by Deep Generative Models A. Decruyenaere Heidelinde Dehaene Paloma Rabaey Christiaan Polet Johan Decruyenaere Thomas Demeester S. Vansteelandt AI4CE 31 0 0 06 Nov 2024
SSSD-ECG-nle: New Label Embeddings with Structured State-Space Models for ECG generation Sergey Skorik A. Avetisyan DiffM MedIm 42 0 0 15 Jul 2024
Permissioned Blockchain-based Framework for Ranking Synthetic Data Generators Narasimha Raghavan Mohammad Hossein Tabatabaei Severin Elvatun V. Vallevik S. Larønningen J. F. Nygård 40 2 0 12 May 2024
SynthEval: A Framework for Detailed Utility and Privacy Evaluation of Tabular Synthetic Data A. Lautrup Tobias Hyrup Arthur Zimek Peter Schneider-Kamp 32 10 0 24 Apr 2024
Guided Discrete Diffusion for Electronic Health Record Generation Jun Han Zixiang Chen Yongqian Li Yiwen Kou Eran Halperin Robert E. Tillman Quanquan Gu MedIm DiffM 34 6 0 18 Apr 2024
CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines Chao Pang Xinzhuo Jiang Nishanth P Pavinkurve Krishna S. Kalluri Elise Minto ... Linying Zhang G. Hripcsak Gamze Gürsoy Noémie Elhadad Karthik Natarajan 22 8 0 06 Feb 2024
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare V. Vallevik Aleksandar Babic S. Marshall Severin Elvatun Helga Brogger S. Alagaratnam B. Edwin Narasimha Raghavan Anne Kjersti Befring J. F. Nygård 39 19 0 24 Jan 2024
Generative Artificial Intelligence in Healthcare: Ethical Considerations and Assessment Checklist Yilin Ning Salinelat Teixayavong Yuqing Shang Julian Savulescu Vaishaanth Nagaraj ... Roger Vaughan M. Ong J. Sung E. J. Topol Nan Liu 31 7 0 02 Nov 2023
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data Mayana Pereira Meghana Kshirsagar S. Mukherjee Rahul Dodhia J. L. Ferres Rafael de Sousa SyDa 34 11 0 30 Oct 2023
TSGBench: Time Series Generation Benchmark Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 26 16 0 07 Sep 2023
Synthetic Data in Healthcare Daniel J. McDuff Theodore R. Curran A. Kadambi MedIm SyDa 55 17 0 06 Apr 2023
Synthesize High-dimensional Longitudinal Electronic Health Records via Hierarchical Autoregressive Language Model B. Theodorou Cao Xiao Jimeng Sun 18 28 0 04 Apr 2023
EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models Hongyi Yuan Songchi Zhou Sheng Yu DiffM MedIm 24 16 0 10 Mar 2023
Synthesizing Mixed-type Electronic Health Records using Diffusion Models T. Ceritli Ghadeer O. Ghosheh V. Chauhan T. Zhu Andrew P. Creagh David A. Clifton MedIm DiffM 33 19 0 28 Feb 2023
Differentially Private Diffusion Models Generate Useful Synthetic Images Sahra Ghalebikesabi Leonard Berrada Sven Gowal Ira Ktena Robert Stanforth Jamie Hayes Soham De Samuel L. Smith Olivia Wiles Borja Balle DiffM 23 69 0 27 Feb 2023
Machine Learning for Synthetic Data Generation: A Review Ying-Cheng Lu Minjie Shen Huazheng Wang Xiao Wang Capucine Van Rechem Tianfan Fu Wenqi Wei SyDa 31 140 0 08 Feb 2023
Non-Imaging Medical Data Synthesis for Trustworthy AI: A Comprehensive Survey Xiaodan Xing Huanjun Wu Lichao Wang Iain Stenson M. Yong Javier Del Ser Simon Walsh Guang Yang 21 7 0 17 Sep 2022
Generating Synthetic Clinical Data that Capture Class Imbalanced Distributions with Generative Adversarial Networks: Example using Antiretroviral Therapy for HIV N. Kuo Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Rolf Kaiser Mark Polizzotto Louisa R Jorm S. Barbieri GAN 33 27 0 18 Aug 2022
Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications Jin Li B. Cairns Jingsong Li T. Zhu SyDa 38 67 0 22 Dec 2021
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 147 569 0 19 Mar 2017