Synthesizing Mixed-type Electronic Health Records using Diffusion Models

Synthesizing Mixed-type Electronic Health Records using Diffusion Models

28 February 2023

Ghadeer O. Ghosheh

Andrew P. Creagh

David A. Clifton

Papers citing "Synthesizing Mixed-type Electronic Health Records using Diffusion Models"

17 / 17 papers shown

Title
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 78 0 0 02 May 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 39 1 0 23 Apr 2025
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang N. V. Stein Thomas Bäck M. Leeuwen DiffM 37 0 0 24 Feb 2025
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers Hojjat Karami David Atienza Anisoara Ionescu 60 1 0 20 Nov 2024
Generating Synthetic Electronic Health Record (EHR) Data: A Review with Benchmarking Xingran Chen Zhenke Wu Xu Shi Hyunghoon Cho Bhramar Mukherjee SyDa 26 1 0 06 Nov 2024
Mpox Detection Advanced: Rapid Epidemic Response Through Synthetic Data Yudara Kularathne Prathapa Janitha Sithira Ambepitiya Prarththanan Sothyrajah Thanveer Ahamed Dinuka Wijesundara MedIm 29 1 0 25 Jul 2024
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive Tasks Mirza Farhan Bin Tarek Raphael Poulain Rahmatollah Beheshti SyDa 29 0 0 04 Jun 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 29 36 0 29 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
SynthVision -- Harnessing Minimal Input for Maximal Output in Computer Vision Models using Synthetic Image data Yudara Kularathne Prathapa Janitha Sithira Ambepitiya Thanveer Ahamed Dinuka Wijesundara Prarththanan Sothyrajah DiffM MedIm 10 0 0 05 Feb 2024
Fast Sampling via Discrete Non-Markov Diffusion Models Zixiang Chen Huizhuo Yuan Yongqian Li Yiwen Kou Junkai Zhang Quanquan Gu DiffM 24 5 0 14 Dec 2023
Privacy Measurement in Tabular Synthetic Data: State of the Art and Future Research Directions Alexander Boudewijn Andrea Filippo Ferraris D. Panfilo Vanessa Cocca Sabrina Zinutti Karel De Schepper Carlo Rossi Chauvenet 32 2 0 29 Nov 2023
A Comprehensive Survey on Generative Diffusion Models for Structured Data Heejoon Koo To Eun Kim DiffM MedIm 28 6 0 07 Jun 2023
EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models Hongyi Yuan Songchi Zhou Sheng Yu DiffM MedIm 19 16 0 10 Mar 2023
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 118 196 0 16 Feb 2021
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Emiel Hoogeboom Didrik Nielsen P. Jaini Patrick Forré Max Welling DiffM 202 394 0 10 Feb 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 145 568 0 19 Mar 2017