Deep Representation Learning of Patient Data from Electronic Health Records (EHR): A Systematic Review

6 October 2020

Fei Wang

Papers citing "Deep Representation Learning of Patient Data from Electronic Health Records (EHR): A Systematic Review"

35 / 35 papers shown

Title
Large Language Models are Powerful Electronic Health Record Encoders S. Hegselmann Georg von Arnim Tillmann Rheude Noel Kronenberg David Sontag Gerhard Hindricks R. Eils Benjamin Wild LM&MA 49 1 0 24 Feb 2025
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 201 0 0 15 Feb 2025
Matchmaker: Self-Improving Large Language Model Programs for Schema Matching Nabeel Seedat M. Schaar 39 2 0 31 Oct 2024
Fine-tuning foundational models to code diagnoses from veterinary health records Mayla R. Boguslav Adam Kiehl David Kott G. Joseph Strecker Tracy Webb Nadia Saklou Terri Ward Michael Kirby LM&MA 30 0 0 19 Oct 2024
When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications? Yanjun Gao Skatje Myers Shan Chen Dmitriy Dligach Timothy A Miller Danielle S. Bitterman M. Churpek Majid Afshar 52 7 0 15 Aug 2024
Lifestyle-Informed Personalized Blood Biomarker Prediction via Novel Representation Learning A. Heydari Naghmeh Rezaei Javier L. Prieto Shwetak N. Patel Ahmed A. Metwally AI4TS 29 1 0 09 Jul 2024
SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction Zhihao Yu Xu Chu Yujie Jin Yasha Wang Junfeng Zhao 32 2 0 15 May 2024
Deep Representation Learning for Multi-functional Degradation Modeling of Community-dwelling Aging Population Suiyao Chen Xinyi Liu Yulei Li Jing Wu Handong Yao 42 5 0 08 Apr 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
SHAPE: A Sample-adaptive Hierarchical Prediction Network for Medication Recommendation Sicen Liu Xiaolong Wang Jingcheng Du Yongshuai Hou Xianbing Zhao Hui Xu Hui Wang Yang Xiang Buzhou Tang 14 7 0 09 Sep 2023
Ethical Framework for Harnessing the Power of AI in Healthcare and Beyond Sidra Nasir Rizwan Ahmed Khan Samita Bai 45 29 0 31 Aug 2023
Meta-learning in healthcare: A survey Alireza Rafiei Ronald Moore S. Jahromi F. Hajati Rishikesan Kamaleswaran 30 8 0 05 Aug 2023
Fair Patient Model: Mitigating Bias in the Patient Representation Learned from the Electronic Health Records Sonish Sivarajkumar Yufei Huang Yanshan Wang 31 5 0 05 Jun 2023
Federated Learning of Medical Concepts Embedding using BEHRT Ofir Ben Shoham Nadav Rappoport FedML OOD 24 12 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 26 4 0 19 May 2023
MD-Manifold: A Medical-Distance-Based Representation Learning Approach for Medical Concept and Patient Representation Shaodong Wang Qing Li Wenli Zhang 20 0 0 30 Apr 2023
The Shaky Foundations of Clinical Foundation Models: A Survey of Large Language Models and Foundation Models for EMRs Michael Wornow Yizhe Xu Rahul Thapa Birju S. Patel E. Steinberg Scott L. Fleming M. Pfeffer Jason Alan Fries N. Shah LM&MA 28 32 0 22 Mar 2023
Self-supervised learning-based general laboratory progress pretrained model for cardiovascular event detection Lichin Chen Kuo-Hsuan Hung Y. Tseng Hsin-Yao Wang T. Lu Wei-Chieh Huang Yu Tsao 24 7 0 13 Mar 2023
Integrated Convolutional and Recurrent Neural Networks for Health Risk Prediction using Patient Journey Data with Many Missing Values Yuxi Liu S. Qin Antonio Jimeno Yepes Wei Shao Zhenhao Zhang Flora D. Salim 27 3 0 11 Nov 2022
Modelling Patient Trajectories Using Multimodal Information J. F. Silva S. Matos 11 5 0 09 Sep 2022
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction Weimin Lyu Xinyu Dong Rachel Wong Songzhu Zheng Kayley Abell-Hart Fusheng Wang Chao Chen 21 47 0 09 Aug 2022
GRU-TV: Time- and velocity-aware GRU for patient representation on multivariate clinical time-series data Ningtao Liu Ruoxi Gao Jing Yuan Calire Park Shuwei Xing S. Gou CML AI4TS 25 1 0 04 May 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 23 3 0 20 Mar 2022
Phenotyping with Positive Unlabelled Learning for Genome-Wide Association Studies A. Vauvelle Hamish Tomlinson Aaron Sim Spiros C. Denaxas 6 0 0 15 Feb 2022
SparGE: Sparse Coding-based Patient Similarity Learning via Low-rank Constraints and Graph Embedding Xian Wei See-Kiong Ng Tongtong Zhang Yingjie Liu 18 1 0 03 Feb 2022
Machine Learning for Multimodal Electronic Health Records-based Research: Challenges and Perspectives Ziyi Liu Jiaqi Zhang Yongshuai Hou Xinran Zhang Ge Li Yang Xiang 19 14 0 09 Nov 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 24 106 0 30 Aug 2021
Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies F. Xie Han Yuan Yilin Ning M. Ong Mengling Feng W. Hsu B. Chakraborty Nan Liu 27 84 0 21 Jul 2021
Explainable Health Risk Predictor with Transformer-based Medicare Claim Encoder Chuhong Lahlou Ancil Crayton C. Trier E. Willett MedIm 16 5 0 19 May 2021
A Study into patient similarity through representation learning from medical records Hoda Memarzadeh Nasser Ghadiri Matthias Samwald Maryam Lotfi Shahreza 43 6 0 29 Apr 2021
Three-level Hierarchical Transformer Networks for Long-sequence and Multiple Clinical Documents Classification Yuqi Si Kirk Roberts 19 9 0 17 Apr 2021
Generalized and Transferable Patient Language Representation for Phenotyping with Limited Data Yuqi Si E. Bernstam Kirk Roberts 21 8 0 24 Feb 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,712 0 18 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 419 11,715 0 09 Mar 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 279 13,373 0 25 Aug 2014