Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction

11 February 2016

Jimeng Sun

Papers citing "Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction"

28 / 28 papers shown

Title
An Interpretable Deep-Learning Framework for Predicting Hospital Readmissions From Electronic Health Records Fabio Azzalini Tommaso Dolci Marco Vagaggini OOD 16 1 0 16 Oct 2023
Assessing mortality prediction through different representation models based on concepts extracted from clinical notes Hoda Memarzadeh Nasser Ghadiri Maryam Lotfi Shahreza 34 0 0 22 Jul 2022
Learning to Adapt Clinical Sequences with Residual Mixture of Experts Jeong Min Lee Milos Hauskrecht AI4TS 19 0 0 06 Apr 2022
A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources Ghadeer O. Ghosheh Jin Li T. Zhu 35 32 0 14 Mar 2022
Compensating trajectory bias for unsupervised patient stratification using adversarial recurrent neural networks A. Javer O. Parsons Oliver Carr J. Baxter C. Diedrich E. Elcci Steffen Schaper K. Coboeken Robert Durichen 16 1 0 14 Dec 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 27 106 0 30 Aug 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 27 284 0 01 Jun 2021
A Study into patient similarity through representation learning from medical records Hoda Memarzadeh Nasser Ghadiri Matthias Samwald Maryam Lotfi Shahreza 51 6 0 29 Apr 2021
AttDMM: An Attentive Deep Markov Model for Risk Scoring in Intensive Care Units Yilmazcan Ozyurt Mathias Kraus Tobias Hatt Stefan Feuerriegel 24 34 0 09 Feb 2021
Deep Semi-Supervised Embedded Clustering (DSEC) for Stratification of Heart Failure Patients Oliver Carr Stojan Jovanovic L. Albergante Fernando Andreotti Robert Durichen Nadia Lipunova J. Baxter Rabia T. Khan B. Irving 19 4 0 24 Dec 2020
DeepRite: Deep Recurrent Inverse TreatmEnt Weighting for Adjusting Time-varying Confounding in Modern Longitudinal Observational Data Yanbo Xu Cao Xiao Jimeng Sun BDL OOD CML 8 1 0 28 Oct 2020
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality Prediction E. Jun A. Mulyadi Jaehun Choi Heung-Il Suk 30 20 0 02 Mar 2020
Language Models Are An Effective Patient Representation Learning Technique For Electronic Health Record Data E. Steinberg Kenneth Jung Jason Alan Fries Conor K. Corbin Stephen R. Pfohl N. Shah 29 103 0 06 Jan 2020
Med2Meta: Learning Representations of Medical Concepts with Meta-Embeddings Shaika Chowdhury Chenwei Zhang Philip S. Yu Yuan Luo 20 7 0 06 Dec 2019
Obesity Prediction with EHR Data: A deep learning approach with interpretable elements Mehak Gupta T. Phan Timothy Bunnell Rahmatollah Beheshti 30 67 0 05 Dec 2019
Mixed Pooling Multi-View Attention Autoencoder for Representation Learning in Healthcare Shaika Chowdhury Chenwei Zhang Philip S. Yu Yuan Luo 21 13 0 14 Oct 2019
DeepHealth: Review and challenges of artificial intelligence in health informatics Gloria Hyunjung Kwak Pan Hui SyDa 33 26 0 01 Sep 2019
Training Optimus Prime, M.D.: Generating Medical Certification Items by Fine-Tuning OpenAI's gpt2 Transformer Model M. Davier MedIm LM&MA 22 10 0 23 Aug 2019
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer Center Lorenzo A. Rossi Chad Shawber Janet Munu F. Zachariah 14 4 0 22 Jul 2019
Interpretable Segmentation of Medical Free-Text Records Based on Word Embeddings A. Dobrakowski A. Mykowiecka M. Marciniak Wojciech Jaworski P. Biecek 17 0 0 03 Jul 2019
Inpatient2Vec: Medical Representation Learning for Inpatients Ying Wang Xiao Xu Tao Jin Xiang Li Guotong Xie Jianmin Wang AI4TS 24 21 0 18 Apr 2019
Text2Node: a Cross-Domain System for Mapping Arbitrary Phrases to a Taxonomy Rohollah Soltani A. Tomberg 9 0 0 11 Apr 2019
SECNLP: A Survey of Embeddings in Clinical Natural Language Processing Katikapalli Subramanyam Kalyan S. Sangeetha 17 81 0 04 Mar 2019
Application of Clinical Concept Embeddings for Heart Failure Prediction in UK EHR data Spiros C. Denaxas Pontus Stenetorp Sebastian Riedel M. Pikoula Richard J. B. Dobson H. Hemingway 14 8 0 23 Nov 2018
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 27 163 0 23 Jul 2018
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis B. Shickel P. Tighe A. Bihorac Parisa Rashidi BDL 31 1,094 0 12 Jun 2017
Control Matching via Discharge Code Sequences Dang Nguyen Wei Luo Dinh Q. Phung Svetha Venkatesh 108 4 0 02 Dec 2016
Multi-layer Representation Learning for Medical Concepts Edward Choi M. T. Bahadori Elizabeth Searles Catherine Coffey Jimeng Sun SSL AI4TS 6 503 0 17 Feb 2016