GRAM: Graph-based Attention Model for Healthcare Representation Learning

GRAM: Graph-based Attention Model for Healthcare Representation Learning

21 November 2016

Walter F. Stewart

Jimeng Sun

Papers citing "GRAM: Graph-based Attention Model for Healthcare Representation Learning"

14 / 64 papers shown

Title
Snomed2Vec: Random Walk and Poincaré Embeddings of a Clinical Knowledge Base for Healthcare Analytics Khushbu Agarwal T. Eftimov Raghavendra Addanki Sutanay Choudhury S. Tamang R. Rallo 14 22 0 19 Jul 2019
Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer E. Choi Zhen Xu Yujia Li Michael W. Dusenberry Gerardo Flores Yuan Xue Andrew M. Dai MedIm 19 238 0 11 Jun 2019
Machine Learning and Visualization in Clinical Decision Support: Current State and Future Directions Gal Levy-Fix G. Kuperman Noémie Elhadad 16 12 0 06 Jun 2019
Using Ontologies To Improve Performance In Massively Multi-label Prediction Models E. Steinberg Peter J. Liu NoLa 21 4 0 28 May 2019
Unsupervised Machine Learning for the Discovery of Latent Disease Clusters and Patient Subgroups Using Electronic Health Records Yanshan Wang Yiqing Zhao T. Therneau E. Atkinson A. Tafti Yi Yu S. Amin A. Limper Hongfang Liu OOD 14 86 0 17 May 2019
ImageGCN: Multi-Relational Image Graph Convolutional Networks for Disease Identification with Chest X-rays Chengsheng Mao Liang Yao Yuan Luo MedIm GNN 31 56 0 31 Mar 2019
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems Laura von Rueden S. Mayer Katharina Beckh B. Georgiev Sven Giesselbach ... Rajkumar Ramamurthy Michal Walczak Jochen Garcke Christian Bauckhage Jannis Schuecker 34 626 0 29 Mar 2019
SECNLP: A Survey of Embeddings in Clinical Natural Language Processing Katikapalli Subramanyam Kalyan S. Sangeetha 17 82 0 04 Mar 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 159 8,356 0 03 Jan 2019
Deep EHR: Chronic Disease Prediction Using Medical Notes Jingshu Liu Zachariah Zhang N. Razavian 15 105 0 15 Aug 2018
Medical Concept Embedding with Time-Aware Attention Xiangrui Cai Jinyang Gao K. Ngiam Beng Chin Ooi Ying Zhang Xiaojie Yuan 16 64 0 06 Jun 2018
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records Bum Chul Kwon Min-Je Choi J. Kim E. Choi Young Bin Kim Soonwook Kwon Jimeng Sun Jaegul Choo 25 251 0 28 May 2018
EMR-based medical knowledge representation and inference via Markov random fields and distributed representation learning Chao Zhao Jingchi Jiang Y. Guan 10 39 0 20 Sep 2017
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 213 1,897 0 06 Jun 2016