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

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"

12 / 12 papers shown

Title
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 136 0 0 15 Feb 2025
Deep Representation Learning for Multi-functional Degradation Modeling of Community-dwelling Aging Population Suiyao Chen Xinyi Liu Yulei Li Jing Wu Handong Yao 34 5 0 08 Apr 2024
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 23 32 0 22 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 24 3 0 11 Nov 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 8 47 0 09 Aug 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 15 3 0 20 Mar 2022
SparGE: Sparse Coding-based Patient Similarity Learning via Low-rank Constraints and Graph Embedding Xian Wei See-Kiong Ng Tongtong Zhang Yingjie Liu 11 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 17 14 0 09 Nov 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 19 83 0 21 Jul 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 1,705 0 18 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 308 11,681 0 09 Mar 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014