Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis

12 June 2017

Papers citing "Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis"

50 / 202 papers shown

Title
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation Bowen Deng Chang Xu Yiming Li Yuhao Huang Min Hou Jiang Bian MedIm 40 0 0 24 Apr 2025
DeepSelective: Feature Gating and Representation Matching for Interpretable Clinical Prediction Ruochi Zhang Qian Yang Xiaoyang Wang Haoran Wu Qiong Zhou ... Yusi Fan Jun Zhang Lan Huang Chang Liu Fengfeng Zhou OOD 34 1 0 15 Apr 2025
ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling Yuanyun Zhang Shi Li 39 0 0 10 Apr 2025
EPEE: Towards Efficient and Effective Foundation Models in Biomedicine Zaifu Zhan Shuang Zhou Huixue Zhou Ziqiang Liu Rui Zhang 39 1 0 03 Mar 2025
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning Zaifu Zhan Jun Wang Shuang Zhou Jiawen Deng Rui Zhang 48 4 0 21 Feb 2025
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements Zaifu Zhan Shuang Zhou Mingchen Li Rui Zhang RALM 72 5 0 24 Nov 2024
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 34 0 0 01 Nov 2024
MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures Aizan Zafar Kshitij Mishra Asif Ekbal 23 0 0 20 Oct 2024
Advancements In Heart Disease Prediction: A Machine Learning Approach For Early Detection And Risk Assessment Balaji Shesharao Ingole Vishnu Ramineni Nikhil Bangad Koushik Kumar Ganeeb Priyankkumar Patel 22 7 0 16 Oct 2024
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval Pengcheng Jiang Cao Xiao Minhao Jiang Parminder Bhatia Taha A. Kass-Hout Jimeng Sun Jiawei Han RALM AI4MH 51 4 0 06 Oct 2024
Large language models are good medical coders, if provided with tools Keith Kwan ELM LM&MA 30 3 0 06 Jul 2024
A Method to Facilitate Membership Inference Attacks in Deep Learning Models Zitao Chen Karthik Pattabiraman MIACV MLAU AAML MIALM 75 1 0 02 Jul 2024
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records Zekai Wang Tieming Liu B. Yao 39 0 0 30 Jun 2024
MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens Yongqi Fan Hongli Sun Kui Xue Xiaofan Zhang Shaoting Zhang Tong Ruan 47 0 0 21 Jun 2024
Augmented Risk Prediction for the Onset of Alzheimer's Disease from Electronic Health Records with Large Language Models Jiankun Wang Sumyeong Ahn Taykhoom Dalal Xiaodan Zhang Weishen Pan Qiannan Zhang Bin Chen H. H. Dodge Fei Wang Jiayu Zhou LM&MA 31 1 0 26 May 2024
Deep Representation Learning-Based Dynamic Trajectory Phenotyping for Acute Respiratory Failure in Medical Intensive Care Units Alan Wu Tilendra Choudhary Pulakesh Upadhyaya Ayman Ali Philip Yang Rishikesan Kamaleswaran 33 0 0 04 May 2024
Sequential Inference of Hospitalization Electronic Health Records Using Probabilistic Models Alan Kaplan Priyadip Ray John D Greene Vincent X. Liu 31 0 0 27 Mar 2024
LLMs-based Few-Shot Disease Predictions using EHR: A Novel Approach Combining Predictive Agent Reasoning and Critical Agent Instruction Hejie Cui Zhuocheng Shen Jieyu Zhang Hui Shao Lianhui Qin Joyce C. Ho Carl Yang LM&MA 39 12 0 19 Mar 2024
Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM Hejie Cui Xinyu Fang Ran Xu Xuan Kan Joyce C. Ho Carl Yang 35 8 0 19 Feb 2024
Multimodal Interpretable Data-Driven Models for Early Prediction of Antimicrobial Multidrug Resistance Using Multivariate Time-Series Sergio Martínez-Aguero Antonio G. Marques Inmaculada Mora-Jiménez Joaquín Alvárez-Rodríguez Cristina Soguero-Ruiz 15 0 0 09 Feb 2024
SA-MDKIF: A Scalable and Adaptable Medical Domain Knowledge Injection Framework for Large Language Models Tianhan Xu Zhe Hu LingSen Chen Bin Li LM&MA 24 1 0 01 Feb 2024
Emergency Department Decision Support using Clinical Pseudo-notes Simon A. Lee Sujay Jain Alex Chen Kyoka Ono Jennifer Fang Á. Rudas Jeffrey N. Chiang 19 8 0 31 Jan 2024
Learnable Prompt as Pseudo-Imputation: Rethinking the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction Weibin Liao Yinghao Zhu Zixiang Wang Xu Chu Yasha Wang Liantao Ma Yasha Wang Liantao Ma 29 0 0 30 Jan 2024
Inadequacy of common stochastic neural networks for reliable clinical decision support Adrian Lindenmeyer Malte Blattmann S. Franke Thomas Neumuth Daniel Schneider BDL 35 1 0 24 Jan 2024
HgbNet: predicting hemoglobin level/anemia degree from EHR data Zhuo Zhi M. Elbadawi Adam Daneshmend Mine Orlu Abdul Basit Andreas Demosthenous Miguel R. D. Rodrigues 43 3 0 22 Jan 2024
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 17 4 0 04 Dec 2023
Clinical Risk Prediction Using Language Models: Benefits And Considerations Angeela Acharya Sulabh Shrestha Anyi Chen Joseph Conte Sanja Avramovic S. Sikdar Antonios Anastasopoulos Sanmay Das 26 6 0 29 Nov 2023
Ascle: A Python Natural Language Processing Toolkit for Medical Text Generation Rui Yang Qingcheng Zeng Keen You Yujie Qiao Lucas Huang ... Dragomir R. Radev Zhiyong Lu Hua Xu Qingyu Chen Irene Z Li ELM LM&MA 28 3 0 28 Nov 2023
Time-dependent Probabilistic Generative Models for Disease Progression Onintze Zaballa Aritz Pérez Martínez Elisa Gómez-Inhiesto Teresa Acaiturri Ayesta Jose A. Lozano 19 1 0 15 Nov 2023
An Interpretable Deep-Learning Framework for Predicting Hospital Readmissions From Electronic Health Records Fabio Azzalini Tommaso Dolci Marco Vagaggini OOD 8 1 0 16 Oct 2023
Explainable Machine Learning for ICU Readmission Prediction Alex G. C. de Sá Daniel J. Gould Anna Fedyukova M. Nicholas L. Dockrell ... David Pilcher Daniel Capurro David B. Ascher K. El-Khawas Douglas E. V. Pires 22 1 0 25 Sep 2023
Zero-shot information extraction from radiological reports using ChatGPT D. Hu Bing Liu Xiaofeng Zhu Xudong Lu Nan Wu LM&MA MedIm 6 46 0 04 Sep 2023
Machine Learning for Administrative Health Records: A Systematic Review of Techniques and Applications Adrian Wilkins-Caruana M. Bandara Katarzyna Musial D. Catchpoole Paul J. Kennedy 19 10 0 27 Aug 2023
Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities Munib Mesinovic Peter Watkinson Ting Zhu FaML 19 3 0 16 Aug 2023
Meta-learning in healthcare: A survey Alireza Rafiei Ronald Moore S. Jahromi F. Hajati Rishikesan Kamaleswaran 25 8 0 05 Aug 2023
A New Deep State-Space Analysis Framework for Patient Latent State Estimation and Classification from EHR Time Series Data Aya Nakamura Ryosuke Kojima Yuji Okamoto Eiichiro Uchino Y. Mineharu Yohei Harada M. Kamada M. Muto M. Yanagita Yasushi Okuno BDL 10 0 0 21 Jul 2023
Blockchain inspired secure and reliable data exchange architecture for cyber-physical healthcare system 4.0 Mohit Kumar H. Raj N. Chaurasia S. Gill OOD 24 33 0 28 Jun 2023
Interpretable Medical Diagnostics with Structured Data Extraction by Large Language Models Aleksa Bisercic Mladen Nikolic M. Schaar Boris Delibasic Pietro Lió Andrija Petrović 22 16 0 08 Jun 2023
Temporal-spatial Correlation Attention Network for Clinical Data Analysis in Intensive Care Unit Weizhi Nie Yu-Yi Yu Chen Zhang Dan Song Lina Zhao Yunru Bai 24 6 0 03 Jun 2023
GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs Pengcheng Jiang Cao Xiao Adam Cross Jimeng Sun AI4MH 31 21 0 22 May 2023
LATTE: Label-efficient Incident Phenotyping from Longitudinal Electronic Health Records Jun Wen Jue Hou Clara-Lea Bonzel Yihan Zhao Victor Castro ... J. M. Gaziano K. Liao Junwei Lu Kelly Cho Tianxi Cai BDL 21 4 0 19 May 2023
IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers Jing Xiao Leonie Basso Wolfgang Nejdl Niloy Ganguly Sandipan Sikdar AI4TS 26 3 0 11 May 2023
Effective Medical Code Prediction via Label Internal Alignment Guodong Liu OffRL 18 0 0 09 May 2023
NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports Mael Jullien Marco Valentino H. Frost Paul O'Regan Dónal Landers André Freitas 27 28 0 05 May 2023
SemEval-2023 Task 7: Multi-Evidence Natural Language Inference for Clinical Trial Data Mael Jullien Marco Valentino H. Frost Paul O'Regan Dónal Landers André Freitas ELM 8 31 0 04 May 2023
SLPerf: a Unified Framework for Benchmarking Split Learning Tianchen Zhou Zhanyi Hu Bingzhe Wu Cen Chen FedML 22 4 0 04 Apr 2023
Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant Sirui Ding Qiaoyu Tan Chia-yuan Chang Na Zou Kai Zhang N. Hoot Xiaoqian Jiang Xia Hu 19 3 0 30 Mar 2023
PheME: A deep ensemble framework for improving phenotype prediction from multi-modal data Shenghan Zhang Haoxuan Li Ruixiang Tang Sirui Ding L. Rasmy Degui Zhi Na Zou Xia Hu 29 5 0 19 Mar 2023
Time Associated Meta Learning for Clinical Prediction Hao Liu Muhan Zhang Zehao Dong Lecheng Kong Yixin Chen Bradley A. Fritz Dacheng Tao C. King 35 0 0 05 Mar 2023
Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks Jialai Wang Ziyuan Zhang Meiqi Wang Han Qiu Tianwei Zhang Qi Li Zongpeng Li Tao Wei Chao Zhang AAML 22 20 0 27 Feb 2023