Multi-layer Representation Learning for Medical Concepts

17 February 2016

Jimeng Sun

Papers citing "Multi-layer Representation Learning for Medical Concepts"

50 / 58 papers shown

Title
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 243 0 0 15 Feb 2025
Foundation Model of Electronic Medical Records for Adaptive Risk Estimation P. Renc Michal K. Grzeszczyk Nassim Oufattole Deirdre Goode Y. Jia ... J. Was A. E. Samir Jonathan W. Cunningham D. W. Bates Arkadiusz Sitek 51 1 0 10 Feb 2025
High-Dimension Human Value Representation in Large Language Models Samuel Cahyawijaya Delong Chen Yejin Bang Leila Khalatbari Bryan Wilie Ziwei Ji Etsuko Ishii Pascale Fung 71 5 0 11 Apr 2024
Contrastive Learning on Multimodal Analysis of Electronic Health Records Tianxi Cai Feiqing Huang Ryumei Nakada Linjun Zhang Doudou Zhou 61 0 0 22 Mar 2024
Personalized Event Prediction for Electronic Health Records Jeong Min Lee Milos Hauskrecht 23 0 0 21 Aug 2023
Knowledge Graph Embedding with Electronic Health Records Data via Latent Graphical Block Model Junwei Lu Jin Yin Tianxi Cai 33 3 0 31 May 2023
Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis Changshuo Liu Wenqiao Zhang Beng Chin Ooi J. Yip Lingze Zeng Kaiping Zheng 14 1 0 10 Apr 2023
Predefined domain specific embeddings of food concepts and recipes: A case study on heterogeneous recipe datasets Gordana Ispirova T. Eftimov B. Korousic-Seljak 27 4 0 02 Feb 2023
sEHR-CE: Language modelling of structured EHR data for efficient and generalizable patient cohort expansion Anna Munoz-Farre Harry Rose S. A. Cakiroglu 11 4 0 30 Nov 2022
Two Is Better Than One: Dual Embeddings for Complementary Product Recommendations Giorgi Kvernadze P. A. Sudyanti N. Subedi Mohammadtaghi Hajiaghayi 30 2 0 28 Nov 2022
Towards Neural Numeric-To-Text Generation From Temporal Personal Health Data Jon Harris Mohammed J Zaki AI4TS 32 2 0 11 Jul 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 23 3 0 20 Mar 2022
A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources Ghadeer O. Ghosheh Jin Li T. Zhu 37 32 0 14 Mar 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 33 119 0 08 Feb 2022
Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding Kyunghoon Hur Jiyoung Lee Jungwoo Oh Wesley Price Young-Hak Kim Edward Choi 43 17 0 08 Aug 2021
Transfer Learning in Electronic Health Records through Clinical Concept Embedding J. R. A. Solares Yajie Zhu A. Hassaine Shishir Rao Yikuan Li M. Mamouei D. Canoy K. Rahimi G. Salimi-Khorshidi 34 6 0 27 Jul 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 Wynne Hsu B. Chakraborty Nan Liu 32 84 0 21 Jul 2021
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review Irene Z Li Jessica Pan Jeremy Goldwasser Neha Verma Wai Pan Wong ... Matthew Zhang David Chang R. Taylor H. Krumholz Dragomir R. Radev BDL 28 154 0 07 Jul 2021
Transformer-based unsupervised patient representation learning based on medical claims for risk stratification and analysis Xianlong Zeng Simon M. Lin Chang Liu 30 6 0 23 Jun 2021
Predictive Modeling of Hospital Readmission: Challenges and Solutions Shuwen Wang Xingquan Zhu OOD 34 25 0 16 Jun 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
Heterogeneous Similarity Graph Neural Network on Electronic Health Records Zheng Liu Xiaohan Li Hao Peng Lifang He Philip S. Yu 32 64 0 17 Jan 2021
CODER: Knowledge infused cross-lingual medical term embedding for term normalization Zheng Yuan Zhengyun Zhao Haixia Sun Jiao Li Fei Wang Sheng Yu MedIm 29 95 0 05 Nov 2020
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data Chenxi Sun linda Qiao Moxian Song Hongyan Li AI4TS OOD 38 56 0 23 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 21 154 0 06 Oct 2020
Stock2Vec: A Hybrid Deep Learning Framework for Stock Market Prediction with Representation Learning and Temporal Convolutional Network Xing Wang Yijun Wang Bin Weng Aleksandr Vinel AIFin AI4TS 34 11 0 29 Sep 2020
BiteNet: Bidirectional Temporal Encoder Network to Predict Medical Outcomes Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Chengqi Zhang 14 15 0 24 Sep 2020
Pay Attention to Evolution: Time Series Forecasting with Deep Graph-Evolution Learning Gabriel Spadon linda Qiao Bruno Brandoli Stan Matwin Jose F. Rodrigues-Jr Jimeng Sun AI4TS 31 57 0 28 Aug 2020
Estimating Individual Treatment Effects with Time-Varying Confounders Ruoqi Liu Changchang Yin Ping Zhang CML 31 27 0 27 Aug 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 38 17 0 27 May 2020
Dropout Prediction over Weeks in MOOCs via Interpretable Multi-Layer Representation Learning Byungsoo Jeon Namyong Park Seo-Jin Bang OOD 23 9 0 05 Feb 2020
Secondary Use of Electronic Health Record: Opportunities and Challenges S. M. Shah Rizwan Ahmed Khan 23 77 0 26 Jan 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
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
Representation Learning for Electronic Health Records W. Weng Peter Szolovits 36 19 0 19 Sep 2019
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study Najibesadat Sadati Milad Zafar Nezhad R. Chinnam D. Zhu BDL OOD 24 16 0 24 Aug 2019
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 31 22 0 19 Jul 2019
Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer Edward Choi Zhen Xu Yujia Li Michael W. Dusenberry Gerardo Flores Yuan Xue Andrew M. Dai MedIm 24 238 0 11 Jun 2019
Machine Learning and Visualization in Clinical Decision Support: Current State and Future Directions Gal Levy-Fix G. Kuperman Noémie Elhadad 26 12 0 06 Jun 2019
MedGCN: Medication recommendation and lab test imputation via graph convolutional networks Chengsheng Mao Liang Yao Yuan Luo GNN 31 48 0 31 Mar 2019
Learning Hierarchical Representations of Electronic Health Records for Clinical Outcome Prediction Luchen Liu Haoran Li Zhiting Hu Haoran Shi Zichang Wang Jian Tang Ming Zhang BDL 24 29 0 20 Mar 2019
SECNLP: A Survey of Embeddings in Clinical Natural Language Processing Katikapalli Subramanyam Kalyan S. Sangeetha 17 81 0 04 Mar 2019
Learning Deep Representations from Clinical Data for Chronic Kidney Disease D. Luong V. Chandola 31 1 0 01 Oct 2018
Distilled Wasserstein Learning for Word Embedding and Topic Modeling Hongteng Xu Wenlin Wang Wen Liu Lawrence Carin MedIm FedML 35 84 0 12 Sep 2018
Predicting Acute Kidney Injury at Hospital Re-entry Using High-dimensional Electronic Health Record Data Samuel J. Weisenthal C. Quill S. Farooq Henry A. Kautz M. Zand OOD 28 14 0 25 Jul 2018
Jointly Embedding Entities and Text with Distant Supervision Denis R. Newman-Griffis A. Lai Eric Fosler-Lussier 34 30 0 09 Jul 2018
Medical Concept Embedding with Time-Aware Attention Xiangrui Cai Jinyang Gao K. Ngiam Beng Chin Ooi Ying Zhang Xiaojie Yuan 32 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 Edward Choi Young Bin Kim Soonwook Kwon Jimeng Sun Jaegul Choo 42 251 0 28 May 2018
Chief complaint classification with recurrent neural networks Scott H. Lee Drew Levin Patrick D. Finley C. Heilig 21 30 0 19 May 2018
HeteroMed: Heterogeneous Information Network for Medical Diagnosis Anahita Hosseini Ting-Li Chen Wenjun Wu Yizhou Sun Majid Sarrafzadeh 19 50 0 22 Apr 2018