Generating Multi-label Discrete Patient Records using Generative Adversarial Networks

19 March 2017

Jimeng Sun

Papers citing "Generating Multi-label Discrete Patient Records using Generative Adversarial Networks"

50 / 77 papers shown

Title
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 43 0 0 29 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 49 2 0 23 Apr 2025
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 59 0 0 10 Apr 2025
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators Tejumade Afonja Hui-Po Wang Raouf Kerkouche Mario Fritz SyDa 108 2 0 03 Dec 2024
Retrieval-Reasoning Large Language Model-based Synthetic Clinical Trial Generation Z. Xu Fang Wu Tianfan Fu Yue Zhao SyDa LRM 45 0 0 16 Oct 2024
Generation and De-Identification of Indian Clinical Discharge Summaries using LLMs Sanjeet Singh Shreya Gupta Niralee Gupta Naimish Sharma Lokesh Srivastava Vibhu Agarwal Ashutosh Modi 24 0 0 08 Jul 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
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models Shuo Yang Chenchen Yuan Yao Rong Felix Steinbauer Gjergji Kasneci 36 1 0 17 Jun 2024
A Correlation- and Mean-Aware Loss Function and Benchmarking Framework to Improve GAN-based Tabular Data Synthesis Minh H. Vu Daniel Edler C. Wibom Tommy Löfstedt Beatrice Melin M. Rosvall 33 2 0 27 May 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 34 8 0 12 Apr 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 65 0 27 Feb 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
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 31 18 0 03 Oct 2023
Copy Recurrent Neural Network Structure Network Xiaofan Zhou Xunzhu Tang 11 0 0 22 May 2023
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis results Lisa Kühnel Julian Schneider Ines Perrar Tim Adams F. Prasser U. Nöthlings Holger Fröhlich Juliane Fluck 27 5 0 12 May 2023
Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis Changshuo Liu Wenqiao Zhang Beng Chin Ooi J. Yip Lingze Zeng Kaiping Zheng 6 1 0 10 Apr 2023
30 Years of Synthetic Data Joerg Drechsler Anna Haensch 24 15 0 04 Apr 2023
Coincidental Generation Jordan W. Suchow Necdet Gurkan 25 0 0 03 Apr 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
On the causality-preservation capabilities of generative modelling Yves-Cédric Bauwelinckx Jan Dhaene Tim Verdonck Milan van den Heuvel CML AI4CE 38 0 0 03 Jan 2023
Permutation-Invariant Tabular Data Synthesis Yujin Zhu Zilong Zhao Robert Birke L. Chen 28 2 0 17 Nov 2022
FairGen: Fair Synthetic Data Generation B. Chaudhari Himanshu Choudhary Aakash Agarwal Kamna Meena Tanmoy Bhowmik 21 3 0 24 Oct 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 22 222 0 12 Oct 2022
FCT-GAN: Enhancing Table Synthesis via Fourier Transform Zilong Zhao Robert Birke L. Chen 11 7 0 12 Oct 2022
Artificial Intelligence for In Silico Clinical Trials: A Review Zifeng Wang Chufan Gao Lucas Glass Jimeng Sun 15 11 0 16 Sep 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
TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data Vikram S Chundawat Ayush K Tarun Murari Mandal M. Lahoti Pratik Narang 12 28 0 12 Jul 2022
On the Privacy Properties of GAN-generated Samples Zinan Lin Vyas Sekar Giulia Fanti PICV 19 26 0 03 Jun 2022
Time-series Transformer Generative Adversarial Networks Padmanaba Srinivasan William J. Knottenbelt AI4TS 21 13 0 23 May 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 40 109 0 06 May 2022
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings M. Alzantot L. Garcia Mani B. Srivastava 19 1 0 25 Apr 2022
CTAB-GAN+: Enhancing Tabular Data Synthesis Zilong Zhao A. Kunar Robert Birke L. Chen 27 77 0 01 Apr 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 32 28 0 12 Mar 2022
Redactor: A Data-centric and Individualized Defense Against Inference Attacks Geon Heo Steven Euijong Whang AAML 15 2 0 07 Feb 2022
Synthesising Electronic Health Records: Cystic Fibrosis Patient Group E. Muller Xu Zheng Jer Hayes 26 2 0 14 Jan 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
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study C. Little Mark Elliot Richard Allmendinger Sahel Shariati Samani 21 20 0 03 Dec 2021
Bi-Discriminator Class-Conditional Tabular GAN Mohammad Esmaeilpour Nourhene Chaalia Adel Abusitta François-Xavier Devailly Wissem Maazoun P. Cardinal 8 12 0 12 Nov 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 27 645 0 05 Oct 2021
Improving Tuberculosis (TB) Prediction using Synthetically Generated Computed Tomography (CT) Images Ashia Lewis Evanjelin Mahmoodi Yuyue Zhou Megan Coffee Elena Sizikova LM&MA 25 9 0 23 Sep 2021
Generation of Synthetic Electronic Health Records Using a Federated GAN Jo C Weldon T. Ward Eoin Brophy SyDa 34 14 0 06 Sep 2021
The Devil is in the GAN: Backdoor Attacks and Defenses in Deep Generative Models Ambrish Rawat Killian Levacher M. Sinn AAML 24 11 0 03 Aug 2021
Training face verification models from generated face identity data Dennis Conway Loïc Simon Alexis Lechervy F. Jurie CVBM 19 0 0 02 Aug 2021
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review Irene Z Li Jessica Pan Jeremy Goldwasser Neha Verma Wai Pan Wong ... Matthew Zhang David Chang R. Taylor H. Krumholz Dragomir R. Radev BDL 19 154 0 07 Jul 2021
Synthesising Multi-Modal Minority Samples for Tabular Data Sajad Darabi Yotam Elor 14 10 0 17 May 2021
FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia Longling Zhang Bochen Shen A. Barnawi Shan Xi Neeraj Kumar Yi Wu FedML MedIm 71 80 0 26 Apr 2021
Causal-TGAN: Generating Tabular Data Using Causal Generative Adversarial Networks Bingyang Wen Luis Oliveros Colon K. P. Subbalakshmi R. Chandramouli CML GAN 38 18 0 21 Apr 2021
Membership Inference Attacks on Machine Learning: A Survey Hongsheng Hu Z. Salcic Lichao Sun Gillian Dobbie Philip S. Yu Xuyun Zhang MIACV 30 412 0 14 Mar 2021
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 120 197 0 16 Feb 2021