Deep Representation Learning of Electronic Health Records to Unlock
Patient Stratification at Scale

Deep Representation Learning of Electronic Health Records to Unlock Patient Stratification at Scale

14 March 2020

Isotta Landi

Cesare Furlanello

Riccardo Miotto

Papers citing "Deep Representation Learning of Electronic Health Records to Unlock Patient Stratification at Scale"

10 / 10 papers shown

Title
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records Zekai Wang Tieming Liu B. Yao 36 0 0 30 Jun 2024
Unsupervised pre-training of graph transformers on patient population graphs Chantal Pellegrini Nassir Navab Anees Kazi MedIm AI4CE 42 11 0 21 Jul 2022
Modeling electronic health record data using a knowledge-graph-embedded topic model Yuesong Zou Ahmad Pesaranghader Aman Verma David L. Buckeridge Yue Li 12 1 0 03 Jun 2022
Temporal Subtyping of Alzheimer's Disease Using Medical Conditions Preceding Alzheimer's Disease Onset in Electronic Health Records Zhe He Shubo Tian A. Erdengasileng N. Charness Jiang Bian 13 3 0 22 Feb 2022
Machine Learning for Multimodal Electronic Health Records-based Research: Challenges and Perspectives Ziyi Liu Jiaqi Zhang Yongshuai Hou Xinran Zhang Ge Li Yang Xiang 17 14 0 09 Nov 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 W. Hsu B. Chakraborty Nan Liu 27 83 0 21 Jul 2021
Transformer-based unsupervised patient representation learning based on medical claims for risk stratification and analysis Xianlong Zeng Simon M. Lin Chang Liu 17 6 0 23 Jun 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 21 46 0 09 Jun 2021
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records Tingyi Wanyan Hossein Honarvar A. Azad Ying Ding B. Glicksberg 18 19 0 28 Dec 2020
Multi-domain Clinical Natural Language Processing with MedCAT: the Medical Concept Annotation Toolkit Z. Kraljevic Thomas Searle Anthony Shek Lukasz Roguski Kawsar Noor ... A. Shah W. K. Wong Zina M. Ibrahim J. Teo Richard J. B. Dobson AI4MH 25 160 0 02 Oct 2020