A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources

14 March 2022

Papers citing "A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources"

13 / 13 papers shown

Title
Generating Clinically Realistic EHR Data via a Hierarchy- and Semantics-Guided Transformer Guanglin Zhou Sebastiano Barbieri 41 0 0 28 Feb 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 43 0 0 08 Jan 2025
A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data Mohammad Loni Fatemeh Poursalim Mehdi Asadi Arash Gharehbaghi SyDa 81 0 0 19 Nov 2024
Understanding Missingness in Time-series Electronic Health Records for Individualized Representation Ghadeer O. Ghosheh Jin Li Tingting Zhu AI4TS 28 0 0 24 Feb 2024
Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Survey Jiayuan Chen You Shi Changyan Yi Hongyang Du Jiawen Kang Dusit Niyato 37 21 0 22 Jan 2024
IGNITE: Individualized GeNeration of Imputations in Time-series Electronic health records Ghadeer O. Ghosheh Jin Li Tingting Zhu 29 1 0 09 Jan 2024
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 44 19 0 28 Feb 2023
Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data Raffaele Marchesi Nicolo Micheletti Giuseppe Jurman V. Osmani AI4TS 34 5 0 25 Oct 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 28 65 0 02 Aug 2022
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,430 0 04 Jan 2021
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods James Jordon A. Wilson M. Schaar AI4CE 87 16 0 08 Dec 2020
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 156 569 0 19 Mar 2017
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 165 4,220 0 04 May 2011