Deep learning for temporal data representation in electronic health
records: A systematic review of challenges and methodologies

Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies

21 July 2021

Papers citing "Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies"

10 / 10 papers shown

Title
Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data Luoting Zhuang Stephen H. Park Steven J. Skates Ashley E. Prosper Denise R. Aberle William Hsu 117 0 0 11 Feb 2025
Explainable AI for Classifying UTI Risk Groups Using a Real-World Linked EHR and Pathology Lab Dataset Yujie Dai Brian Sullivan Axel Montout Amy Dillon Chris Waller ... Rachel Denholm Philip Williams Alastair D Hay Raul Santos-Rodriguez Andrew Dowsey 62 0 0 26 Nov 2024
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 29 0 0 01 Nov 2024
Shapley variable importance cloud for machine learning models Yilin Ning Mingxuan Liu Nan Liu FAtt TDI 20 1 0 16 Dec 2022
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,592 0 04 May 2021
Deep Representation Learning of Electronic Health Records to Unlock Patient Stratification at Scale Isotta Landi B. Glicksberg Hao-Chih Lee S. Cherng Giulia Landi M. Danieletto J. Dudley Cesare Furlanello Riccardo Miotto 27 147 0 14 Mar 2020
StageNet: Stage-Aware Neural Networks for Health Risk Prediction Junyi Gao Cao Xiao Yasha Wang Wen Tang Lucas Glass Jimeng Sun 27 91 0 24 Jan 2020
Temporal Self-Attention Network for Medical Concept Embedding Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Michael Blumenstein 68 29 0 15 Sep 2019
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 205 1,892 0 06 Jun 2016
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 214 7,915 0 17 Aug 2015