Inpatient2Vec: Medical Representation Learning for Inpatients

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Inpatient2Vec: Medical Representation Learning for Inpatients

18 April 2019

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Papers citing "Inpatient2Vec: Medical Representation Learning for Inpatients"

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Title
Measuring Patient Similarities via a Deep Architecture with Medical Concept Embedding Zihao Zhu Changchang Yin B. Qian Yu Cheng Jishang Wei Fei Wang 58 118 0 09 Feb 2019
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare Edward Choi Cao Xiao Walter F. Stewart Jimeng Sun 149 236 0 22 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
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
Medical Concept Embedding with Time-Aware Attention Xiangrui Cai Jinyang Gao K. Ngiam Beng Chin Ooi Ying Zhang Xiaojie Yuan 72 64 0 06 Jun 2018
Learning the Joint Representation of Heterogeneous Temporal Events for Clinical Endpoint Prediction Luchen Liu Jianhao Shen Ming Zhang Zichang Wang Jian Tang 41 44 0 13 Mar 2018
Dipole: Diagnosis Prediction in Healthcare via Attention-based Bidirectional Recurrent Neural Networks Fenglong Ma Radha Chitta Jing Zhou Quanzeng You Tong Sun Jing Gao 54 556 0 19 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 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 99 1,119 0 12 Jun 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
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 1,248 0 19 Aug 2016
Multi-layer Representation Learning for Medical Concepts Edward Choi M. T. Bahadori Elizabeth Searles Catherine Coffey Jimeng Sun SSL AI4TS 63 506 0 17 Feb 2016
Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction Edward Choi A. Schuetz Walter F. Stewart Jimeng Sun 70 138 0 11 Feb 2016
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 402 33,560 0 16 Oct 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 274 12,458 0 24 Jun 2012