Methods for generating and evaluating synthetic longitudinal patient
data: a systematic review

Methods for generating and evaluating synthetic longitudinal patient data: a systematic review

21 September 2023

Katariina Perkonoja

Papers citing "Methods for generating and evaluating synthetic longitudinal patient data: a systematic review"

18 / 18 papers shown

Title
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
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 249 30,108 0 01 Mar 2022
Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications Jin Li B. Cairns Jingsong Li T. Zhu SyDa 59 72 0 22 Dec 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
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 86 40 0 18 Dec 2020
Synthetic Data -- Anonymisation Groundhog Day Theresa Stadler Bristena Oprisanu Carmela Troncoso 58 159 0 13 Nov 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 74 17 0 27 May 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
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 106 1,248 0 01 Jul 2019
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 385 5,099 0 19 Jun 2018
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs Cristóbal Esteban Stephanie L. Hyland Gunnar Rätsch GAN SyDa MedIm 95 788 0 08 Jun 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 191 9,545 0 31 Mar 2017
A Hybrid Convolutional Variational Autoencoder for Text Generation Stanislau Semeniuta Aliaksei Severyn Erhardt Barth 64 252 0 08 Feb 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 99 520 0 29 Nov 2016
Generating Sentences from a Continuous Space Samuel R. Bowman Luke Vilnis Oriol Vinyals Andrew M. Dai Rafal Jozefowicz Samy Bengio DRL 105 2,359 0 19 Nov 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 572 12,702 0 11 Dec 2014
Unsupervised Learning of Noisy-Or Bayesian Networks Y. Halpern David Sontag 61 38 0 26 Sep 2013