Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer

11 June 2019

Edward Choi

Zhen Xu

Yujia Li

Michael W. Dusenberry

Papers citing "Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer"

29 / 29 papers shown

Title
Revisiting the MIMIC-IV Benchmark: Experiments Using Language Models for Electronic Health Records Jesus Lovon Thouria Ben-Haddi Jules Di Scala José G. Moreno L. Tamine 60 2 0 29 Apr 2025
LabTOP: A Unified Model for Lab Test Outcome Prediction on Electronic Health Records Sujeong Im Jungwoo Oh Edward Choi BDL LM&MA 53 0 0 20 Feb 2025
TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data Ziyang Zhang Hejie Cui Ran Xu Yuzhang Xie Joyce C. Ho Carl Yang CML 37 2 0 14 Jun 2024
Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning Chun-Kai Huang Yi-Hsien Hsieh Ta-Jung Chien Li-Cheng Chien Shao-Hua Sun T. Su J. Kao Che Lin AI4TS 45 0 0 26 May 2024
Information Flow in Graph Neural Networks: A Clinical Triage Use Case Víctor Valls Mykhaylo Zayats Alessandra Pascale 27 1 0 12 Sep 2023
Knowledge Graph Guided Semantic Evaluation of Language Models For User Trust Kaushik Roy Tarun Garg Vedant Palit Yuxin Zi Vignesh Narayanan Amit P. Sheth 22 7 0 08 May 2023
A Multi-View Joint Learning Framework for Embedding Clinical Codes and Text Using Graph Neural Networks Lecheng Kong C. King Bradley A. Fritz Yixin Chen 14 1 0 27 Jan 2023
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Bin Cui Lei Chen GNN AI4CE 15 56 0 01 Nov 2022
Knowledge-Driven New Drug Recommendation Zhenbang Wu Huaxiu Yao Zhe Su David M. Liebovitz Lucas Glass James Zou Chelsea Finn Jimeng Sun 28 4 0 11 Oct 2022
Robust Graph Structure Learning via Multiple Statistical Tests Yaohua Wang Fangyi Zhang Ming Lin Senzhang Wang Xiuyu Sun Rong Jin 34 1 0 08 Oct 2022
Self-supervised Representation Learning on Electronic Health Records with Graph Kernel Infomax Hao-Ren Yao Nairen Cao Katina Russell D. Chang O. Frieder Jeremy T. Fineman SSL 25 1 0 01 Sep 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 45 97 0 29 Mar 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 23 3 0 20 Mar 2022
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 52 30 0 25 Jan 2022
Multi-Task Prediction of Clinical Outcomes in the Intensive Care Unit using Flexible Multimodal Transformers B. Shickel P. Tighe A. Bihorac Parisa Rashidi 24 5 0 09 Nov 2021
threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning Su Wang Zhiliang Wang Tao Zhou Xia Yin Dongqi Han Han Zhang Hongbin Sun Xingang Shi Jiahai Yang 37 69 0 08 Nov 2021
Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding Kyunghoon Hur Jiyoung Lee Jungwoo Oh Wesley Price Young-Hak Kim Edward Choi 40 17 0 08 Aug 2021
Self-Supervised Graph Learning with Hyperbolic Embedding for Temporal Health Event Prediction Chang Lu Chandan K. Reddy Yue Ning 27 27 0 09 Jun 2021
Collaborative Graph Learning with Auxiliary Text for Temporal Event Prediction in Healthcare Chang Lu Chandan K. Reddy Prithwish Chakraborty Samantha Kleinberg Yue Ning 21 57 0 16 May 2021
MeSIN: Multilevel Selective and Interactive Network for Medication Recommendation Yang An Liang Zhang Mao You Xueqing Tian Bo Jin Xiaopeng Wei 6 18 0 22 Apr 2021
Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Hao Peng Ruitong Zhang Yingtong Dou Renyu Yang Jingyi Zhang Philip S. Yu 36 115 0 16 Apr 2021
MUFASA: Multimodal Fusion Architecture Search for Electronic Health Records Zhen Xu David R. So Andrew M. Dai Mamba 58 51 0 03 Feb 2021
Heterogeneous Similarity Graph Neural Network on Electronic Health Records Zheng Liu Xiaohan Li Hao Peng Lifang He Philip S. Yu 27 64 0 17 Jan 2021
Utilising Graph Machine Learning within Drug Discovery and Development Thomas Gaudelet Ben Day Arian R. Jamasb Jyothish Soman Cristian Regep ... Jian Tang D. Roblin Tom L. Blundell M. Bronstein J. Taylor-King AI4CE 29 36 0 09 Dec 2020
UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data Chacha Chen Junjie Liang Fenglong Ma Lucas Glass Jimeng Sun Cao Xiao 21 26 0 22 Oct 2020
Deep Representation Learning of Patient Data from Electronic Health Records (EHR): A Systematic Review Yuqi Si Jingcheng Du Zhao Li Xiaoqian Jiang T. Miller Fei Wang W. J. Zheng Kirk Roberts OOD 21 155 0 06 Oct 2020
A Dynamic Deep Neural Network For Multimodal Clinical Data Analysis Maria Hügle Gabriel Kalweit T. Huegle Joschka Boedecker BDL 19 20 0 14 Aug 2020
Representation Learning of EHR Data via Graph-Based Medical Entity Embedding Tong Wu Yunlong Wang Yue Wang E. Zhao Yilian Yuan Zhi Yang AI4TS 23 15 0 07 Oct 2019
Representation Learning for Electronic Health Records W. Weng Peter Szolovits 36 19 0 19 Sep 2019