Synthesizing Multimodal Electronic Health Records via Predictive
Diffusion Models

Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models

20 June 2024

Xiaochen Wang

Xiaokun Zhang

Fenglong Ma

ArXiv (abs)PDF HTML

Papers citing "Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models"

10 / 10 papers shown

Title
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models Shansan Gong Mukai Li Jiangtao Feng Zhiyong Wu Lingpeng Kong 93 333 0 17 Oct 2022
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning Zifeng Wang Jimeng Sun 83 30 0 11 Oct 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 437 15,515 0 20 Dec 2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Y. Tashiro Jiaming Song Yang Song Stefano Ermon BDL DiffM 55 540 0 07 Jul 2021
Structured Denoising Diffusion Models in Discrete State-Spaces Jacob Austin Daniel D. Johnson Jonathan Ho Daniel Tarlow Rianne van den Berg DiffM 170 941 0 07 Jul 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 104 40 0 18 Dec 2020
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration Liantao Ma Junyi Gao Yasha Wang Chaohe Zhang Jiangtao Wang Wenjie Ruan Wen Tang Xin Gao Xinyu Ma OOD AI4TS 59 120 0 27 Nov 2019
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 62 165 0 23 Jul 2018
Boosting Deep Learning Risk Prediction with Generative Adversarial Networks for Electronic Health Records Zhengping Che Yu Cheng Shuangfei Zhai Zhaonan Sun Yan Liu OOD 64 161 0 06 Sep 2017
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 121 1,247 0 19 Aug 2016

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