Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications

22 December 2021

Papers citing "Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications"

33 / 33 papers shown

Title
Critical Challenges and Guidelines in Evaluating Synthetic Tabular Data: A Systematic Review Nazia Nafis Inaki Esnaola Alvaro Martinez-Perez Maria-Cruz Villa-Uriol Venet Osmani LMTD 47 0 0 10 Apr 2025
Generating Clinically Realistic EHR Data via a Hierarchy- and Semantics-Guided Transformer Guanglin Zhou Sebastiano Barbieri 36 0 0 28 Feb 2025
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data P. Tiwald Ivona Krchova Andrey Sidorenko Mariana Vargas-Vieyra Mario Scriminaci Michael Platzer 47 1 0 21 Jan 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 41 0 0 08 Jan 2025
TransFair: Transferring Fairness from Ocular Disease Classification to Progression Prediction Leila Gheisi Henry Chu Raju Gottumukkala Yan Luo Xingquan Zhu Mengyu Wang Min Shi MedIm 108 0 0 24 Nov 2024
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers Hojjat Karami David Atienza Anisoara Ionescu 65 1 0 20 Nov 2024
A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data Mohammad Loni Fatemeh Poursalim Mehdi Asadi Arash Gharehbaghi SyDa 76 0 0 19 Nov 2024
Generating Synthetic Electronic Health Record (EHR) Data: A Review with Benchmarking Xingran Chen Zhenke Wu Xu Shi Hyunghoon Cho Bhramar Mukherjee SyDa 31 1 0 06 Nov 2024
Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges Mahmoud Ibrahim Yasmina Al Khalil S. Amirrajab Chang Sun M. Breeuwer J. Pluim Bart Elen Gokhan Ertaylan Michel Dumontier SyDa MedIm 33 7 0 27 Jun 2024
TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing Namjoon Suh Yuning Yang Din-Yin Hsieh Qitong Luan Shirong Xu Shixiang Zhu Guang Cheng 63 5 0 23 Jun 2024
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive Tasks Mirza Farhan Bin Tarek Raphael Poulain Rahmatollah Beheshti SyDa 37 0 0 04 Jun 2024
DE-CGAN: Boosting rTMS Treatment Prediction with Diversity Enhancing Conditional Generative Adversarial Networks Matthew Squires Xiaohui Tao Soman Elangovan R. Gururajan Haoran Xie Xujuan Zhou Yuefeng Li Rajendra Acharya 32 0 0 25 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 18 8 0 06 Feb 2024
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records Yuqing Wang Malvika Pillai Yun Zhao Catherine M. Curtin Tina Hernandez-Boussard 22 0 0 01 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
IGNITE: Individualized GeNeration of Imputations in Time-series Electronic health records Ghadeer O. Ghosheh Jin Li Tingting Zhu 16 1 0 09 Jan 2024
Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference Hongda Sun Hongzhan Lin Rui Yan SyDa 27 2 0 22 Dec 2023
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
Joint Distributional Learning via Cramer-Wold Distance SeungHwan An Jong-June Jeon 27 0 0 25 Oct 2023
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review Katariina Perkonoja Kari Auranen Joni Virta SyDa 19 3 0 21 Sep 2023
Synthesize High-dimensional Longitudinal Electronic Health Records via Hierarchical Autoregressive Language Model B. Theodorou Cao Xiao Jimeng Sun 16 28 0 04 Apr 2023
Synthetic Health-related Longitudinal Data with Mixed-type Variables Generated using Diffusion Models N. Kuo Louisa R Jorm S. Barbieri DiffM 26 12 0 22 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
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
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 20 65 0 02 Aug 2022
A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources Ghadeer O. Ghosheh Jin Li T. Zhu 27 31 0 14 Mar 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 30 28 0 12 Mar 2022
Deep Bregman Divergence for Contrastive Learning of Visual Representations Mina Rezaei Farzin Soleymani B. Bischl Shekoofeh Azizi SSL 44 16 0 15 Sep 2021
EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders Siddharth Biswal S. Ghosh J. Duke B. Malin Walter F. Stewart Jimeng Sun SyDa BDL DRL 40 40 0 18 Dec 2020
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods James Jordon A. Wilson M. Schaar AI4CE 64 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 145 569 0 19 Mar 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 77 512 0 29 Nov 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 205 1,895 0 06 Jun 2016