SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status
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SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction

15 May 2024

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Papers citing "SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction"

19 / 19 papers shown

Title
Predict and Interpret Health Risk using EHR through Typical Patients Zhihao Yu Chaohe Zhang Yasha Wang Wen Tang Jiangtao Wang Liantao Ma 37 6 0 18 Dec 2023
Probabilistic Imputation for Time-series Classification with Missing Data Seunghyun Kim Hyunsung Kim Eunggu Yun Hwa-Kyung Lee Jaehun Lee Juho Lee AI4TS 91 17 0 13 Aug 2023
Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series Jiawen Zhang Shun Zheng Wei Cao Jiang Bian Jia Li AI4TS 53 30 0 14 Jun 2023
M $^3$ Care: Learning with Missing Modalities in Multimodal Healthcare Data Chaohe Zhang Xu Chu Liantao Ma Yinghao Zhu Yasha Wang Jiangtao Wang Junfeng Zhao 54 87 0 28 Oct 2022
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 78 113 0 11 Oct 2021
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 99 163 0 06 Oct 2020
StageNet: Stage-Aware Neural Networks for Health Risk Prediction Junyi Gao Cao Xiao Yasha Wang Wen Tang Lucas Glass Jimeng Sun 88 94 0 24 Jan 2020
ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context Liantao Ma Chaohe Zhang Yasha Wang Wenjie Ruan Jiantao Wang Wen Tang Xinyu Ma Xin Gao Junyi Gao 58 157 0 27 Nov 2019
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration Liantao Ma Junyi Gao Yasha Wang Chaohe Zhang Jiangtao Wang Wenjie Ruan Wen Tang Xin Gao Xinyu Ma OOD AI4TS 59 120 0 27 Nov 2019
Set Functions for Time Series Max Horn Michael Moor Christian Bock Bastian Rieck Karsten Borgwardt AI4TS 98 152 0 26 Sep 2019
Interpolation-Prediction Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 3DH 62 148 0 13 Sep 2019
Patient2Vec: A Personalized Interpretable Deep Representation of the Longitudinal Electronic Health Record Jinghe Zhang Kamran Kowsari James H. Harrison J. Lobo Laura E. Barnes 65 136 0 10 Oct 2018
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 62 168 0 23 Jul 2018
Multitask learning and benchmarking with clinical time series data Hrayr Harutyunyan Hrant Khachatrian David C. Kale Greg Ver Steeg Aram Galstyan OOD AI4TS 191 881 0 22 Mar 2017
GRAM: Graph-based Attention Model for Healthcare Representation Learning Edward Choi M. T. Bahadori Le Song Walter F. Stewart Jimeng Sun GNN 97 677 0 21 Nov 2016
Phased LSTM: Accelerating Recurrent Network Training for Long or Event-based Sequences Daniel Neil Michael Pfeiffer Shih-Chii Liu AI4TS 69 448 0 29 Oct 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 121 1,249 0 19 Aug 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 420 10,526 0 21 Jul 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 310 1,945 0 06 Jun 2016