MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare

22 October 2018

Jimeng Sun

Papers citing "MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare"

44 / 44 papers shown

Title
Diffusion-driven SpatioTemporal Graph KANsformer for Medical Examination Recommendation Jiacheng Li Yangtao Zhou Zhifu Zhao Qinglan Huang Jian Qi Xiao He Hua Chu Fu Li DiffM MedIm 58 0 0 12 May 2025
Towards Latency-Aware 3D Streaming Perception for Autonomous Driving Jiaqi Peng Tai Wang Jiangmiao Pang Yuan Shen 47 0 0 27 Apr 2025
No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism Yubo Li Xinyu Yao R. Padman FAtt AI4TS 54 0 0 25 Mar 2025
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 222 0 0 15 Feb 2025
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval Pengcheng Jiang Cao Xiao Minhao Jiang Parminder Bhatia Taha A. Kass-Hout Jimeng Sun Jiawei Han RALM AI4MH 56 4 0 06 Oct 2024
A Closer Look at AUROC and AUPRC under Class Imbalance Matthew B. A. McDermott Lasse Hyldig Hansen Haoran Zhang Giovanni Angelotti Jack Gallifant 46 30 0 11 Jan 2024
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
ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model Hanyao Huang Ou Zheng Dongdong Wang Jiayi Yin Zijin Wang ... H. Yin Chuan Xu Renjie Yang Q. Zheng B. Shi MedIm AI4MH AI4CE LM&MA 58 176 0 23 Mar 2023
Dynamic Healthcare Embeddings for Improving Patient Care Hankyu Jang Sulyun Lee D. M. H. Hasan P. Polgreen Sriram V. Pemmaraju Interdisciplinary Graduate Program in Informatics AI4TS 23 2 0 21 Mar 2023
Cross-center Early Sepsis Recognition by Medical Knowledge Guided Collaborative Learning for Data-scarce Hospitals Ruiqing Ding Fang-Ning Rong Xiao Han Leye Wang 30 4 0 11 Feb 2023
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up dataset Liantao Ma Chaohe Zhang Junyi Gao Xianfeng Jiao Zhihao Yu ... Yasha Wang Wen Tang Xinju Zhao Wenjie Ruan Tao Wang OOD 16 2 0 17 Jan 2023
How Long Is Enough? Exploring the Optimal Intervals of Long-Range Clinical Note Language Modeling Samuel Cahyawijaya Bryan Wilie Holy Lovenia Huang Zhong Mingqian Zhong Yuk-Yu Nancy Ip Pascale Fung LM&MA 25 2 0 25 Oct 2022
Artificial Intelligence for In Silico Clinical Trials: A Review Zifeng Wang Chufan Gao Lucas Glass Jimeng Sun 41 12 0 16 Sep 2022
SAITS: Self-Attention-based Imputation for Time Series Wenjie Du David Cote Yong-Jin Liu AI4TS 28 232 0 17 Feb 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
Personalized Federated Learning with Adaptive Batchnorm for Healthcare Wang Lu Jindong Wang Yiqiang Chen Xin Qin Renjun Xu Dimitrios Dimitriadis Tao Qin FedML OOD 24 61 0 01 Dec 2021
What Do You See in this Patient? Behavioral Testing of Clinical NLP Models Betty van Aken S. Herrmann Alexander Loser 29 11 0 30 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
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 26 154 0 07 Jul 2021
Productivity, Portability, Performance: Data-Centric Python Yiheng Wang Yao Zhang Yanzhang Wang Yan Wan Jiao Wang Zhongyuan Wu Yuhao Yang Bowen She 56 95 0 01 Jul 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 26 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
MUFASA: Multimodal Fusion Architecture Search for Electronic Health Records Zhen Xu David R. So Andrew M. Dai Mamba 61 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
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records Tingyi Wanyan Hossein Honarvar A. Azad Ying Ding B. Glicksberg 24 19 0 28 Dec 2020
Gradient-Based Empirical Risk Minimization using Local Polynomial Regression Ali Jadbabaie A. Makur Devavrat Shah 33 6 0 04 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 35 56 0 23 Oct 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
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
A Deep Learning Pipeline for Patient Diagnosis Prediction Using Electronic Health Records Leopold Franz Yash Raj Shrestha B. Paudel OOD 26 25 0 23 Jun 2020
COMPOSE: Cross-Modal Pseudo-Siamese Network for Patient Trial Matching Junyi Gao Cao Xiao Lucas Glass Jimeng Sun 25 64 0 15 Jun 2020
Geometric graphs from data to aid classification tasks with graph convolutional networks Yifan Qian P. Expert P. Panzarasa Mauricio Barahona GNN 25 9 0 08 May 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
Medi-Care AI: Predicting Medications From Billing Codes via Robust Recurrent Neural Networks Deyin Liu Lin Wu Xue Li 37 17 0 14 Nov 2019
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
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III Shirly Wang Matthew B. A. McDermott Geeticka Chauhan Michael C. Hughes Tristan Naumann Marzyeh Ghassemi 34 205 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
Analyzing the Role of Model Uncertainty for Electronic Health Records Michael W. Dusenberry Dustin Tran Edward Choi Jonas Kemp Jeremy Nixon Ghassen Jerfel Katherine A. Heller Andrew M. Dai 18 117 0 10 Jun 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 163 8,385 0 03 Jan 2019
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 167 1,465 0 06 Jun 2016