Predicting Clinical Events by Combining Static and Dynamic Information Using Recurrent Neural Networks

8 February 2016

Papers citing "Predicting Clinical Events by Combining Static and Dynamic Information Using Recurrent Neural Networks"

29 / 29 papers shown

Title
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 27 0 0 05 Apr 2025
A machine learning framework for interpretable predictions in patient pathways: The case of predicting ICU admission for patients with symptoms of sepsis Sandra Zilker Sven Weinzierl Mathias Kraus Patrick Zschech Martin Matzner 29 7 0 21 May 2024
Time Series Predictions in Unmonitored Sites: A Survey of Machine Learning Techniques in Water Resources J. Willard C. Varadharajan X. Jia Vipin Kumar AI4TS 17 3 0 18 Aug 2023
Modeling Long-term Dependencies and Short-term Correlations in Patient Journey Data with Temporal Attention Networks for Health Prediction Yuxi Liu Zhenhao Zhang Antonio Jimeno Yepes Flora D. Salim 18 10 0 13 Jul 2022
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 19 106 0 30 Aug 2021
Uncertainty-Aware Time-to-Event Prediction using Deep Kernel Accelerated Failure Time Models Zhiliang Wu Yinchong Yang Peter A. Fasching Volker Tresp BDL 13 10 0 26 Jul 2021
An attention model to analyse the risk of agitation and urinary tract infections in people with dementia Honglin Li Roonak Rezvani Magdalena Anita Kolanko D. Sharp M. Wairagkar R. Vaidyanathan R. Nilforooshan Payam Barnaghi 13 3 0 18 Jan 2021
Incorporating Causal Effects into Deep Learning Predictions on EHR Data Jia Li Haoyu Yang X. Jia Vipin Kumar M. Steinbach György J. Simon BDL CML 20 1 0 11 Nov 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
Predicting Future Sales of Retail Products using Machine Learning Devendra Swami Alay Dilipbhai Shah Subhrajeet K B Ray 11 10 0 18 Aug 2020
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis Liantao Ma Xinyu Ma Junyi Gao Chaohe Zhang Zhihao Yu Xianfeng Jiao Wenjie Ruan Yasha Wang Wen Tang Jiangtao Wang OOD 11 5 0 17 Jul 2020
Learning Individualized Treatment Rules with Estimated Translated Inverse Propensity Score Zhiliang Wu Yinchong Yang Yunpu Ma Yushan Liu Rui Zhao Michael Moor Volker Tresp 16 1 0 02 Jul 2020
Explainable Goal-Driven Agents and Robots -- A Comprehensive Review F. Sado C. K. Loo W. S. Liew Matthias Kerzel S. Wermter 19 48 0 21 Apr 2020
Artificial Intelligence for Social Good: A Survey Zheyuan Ryan Shi Claire Wang Fei Fang AI4TS 26 81 0 07 Jan 2020
Early Predictions for Medical Crowdfunding: A Deep Learning Approach Using Diverse Inputs Tong Wang Fujie Jin Y. Hu Yuan Cheng OOD 20 5 0 09 Nov 2019
Neural networks trained with WiFi traces to predict airport passenger behavior F. Orsini Massimiliano Gastaldi L. Mantecchini R. Rossi 14 14 0 30 Oct 2019
Mixed Pooling Multi-View Attention Autoencoder for Representation Learning in Healthcare Shaika Chowdhury Chenwei Zhang Philip S. Yu Yuan Luo 14 12 0 14 Oct 2019
Improved Hierarchical Patient Classification with Language Model Pretraining over Clinical Notes Jonas Kemp A. Rajkomar Andrew M. Dai 24 10 0 06 Sep 2019
DeepHealth: Review and challenges of artificial intelligence in health informatics Gloria Hyunjung Kwak Pan Hui SyDa 25 26 0 01 Sep 2019
Disease phenotyping using deep learning: A diabetes case study S. Rashidian J. Hajagos R. Moffitt Fusheng Wang Xinyu Dong ... Rajarsi R. Gupta M. Tharakan Veena Lingam Joel H. Saltz M. Saltz 9 6 0 28 Nov 2018
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare E. Choi Cao Xiao Walter F. Stewart Jimeng Sun 10 234 0 22 Oct 2018
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 19 161 0 23 Jul 2018
Sampling-free Uncertainty Estimation in Gated Recurrent Units with Exponential Families Seong Jae Hwang Ronak R. Mehta Hyunwoo J. Kim Vikas Singh BDL UQCV 12 3 0 19 Apr 2018
Deep Learning to Attend to Risk in ICU Phuoc Nguyen T. Tran Svetha Venkatesh 26 16 0 17 Jul 2017
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 14 1,095 0 12 Jun 2017
Modeling The Intensity Function Of Point Process Via Recurrent Neural Networks Shuai Xiao Junchi Yan Stephen M. Chu Xiaokang Yang H. Zha AI4TS 15 266 0 24 May 2017
Clinical Intervention Prediction and Understanding using Deep Networks Harini Suresh Nathan Hunt Alistair E. W. Johnson L. A. Celi Peter Szolovits Marzyeh Ghassemi OOD 14 131 0 23 May 2017
Predictive Clinical Decision Support System with RNN Encoding and Tensor Decoding Yinchong Yang Peter A. Fasching M. Wallwiener T. Fehm S. Brucker Volker Tresp 19 11 0 02 Dec 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism E. Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 34 1,228 0 19 Aug 2016