Sequential Diagnosis Prediction with Transformer and Ontological Representation

7 September 2021

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Papers citing "Sequential Diagnosis Prediction with Transformer and Ontological Representation"

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Title
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Helen Zhou FAtt 451 0 0 15 Feb 2025
Ontology Embedding: A Survey of Methods, Applications and Resources Jiaoyan Chen Olga Mashkova Fernando Zhapa-Camacho Robert Hoehndorf Yuan He Ian Horrocks 116 6 0 16 Jun 2024
Federated Learning for Privacy-Preserving Open Innovation Future on Digital Health Guodong Long Tao Shen Yue Tan Leah Gerrard Allison Clarke Jing Jiang FedML 90 46 0 24 Aug 2021
BiteNet: Bidirectional Temporal Encoder Network to Predict Medical Outcomes Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Chengqi Zhang 94 15 0 24 Sep 2020
Self-Attention Enhanced Patient Journey Understanding in Healthcare System Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang AI4TS 50 17 0 15 Jun 2020
K-BERT: Enabling Language Representation with Knowledge Graph Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Qi Ju Haotang Deng Ping Wang 311 793 0 17 Sep 2019
Temporal Self-Attention Network for Medical Concept Embedding Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Michael Blumenstein 96 30 0 15 Sep 2019
ERNIE: Enhanced Language Representation with Informative Entities Zhengyan Zhang Xu Han Zhiyuan Liu Xin Jiang Maosong Sun Qun Liu 119 1,402 0 17 May 2019
Augmented Neural ODEs Emilien Dupont Arnaud Doucet Yee Whye Teh BDL 157 634 0 02 Apr 2019
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare Edward Choi Cao Xiao Walter F. Stewart Jimeng Sun 152 236 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 95,229 0 11 Oct 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 448 5,168 0 19 Jun 2018
Medical Concept Embedding with Time-Aware Attention Xiangrui Cai Jinyang Gao K. Ngiam Beng Chin Ooi Ying Zhang Xiaojie Yuan 84 64 0 06 Jun 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 60 557 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 805 132,725 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 108 1,121 0 12 Jun 2017
A Structured Self-attentive Sentence Embedding Zhouhan Lin Minwei Feng Cicero Nogueira dos Santos Mo Yu Bing Xiang Bowen Zhou Yoshua Bengio 121 2,141 0 09 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
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 123 1,249 0 19 Aug 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 435 10,541 0 21 Jul 2016
Multi-layer Representation Learning for Medical Concepts Edward Choi M. T. Bahadori Elizabeth Searles Catherine Coffey Jimeng Sun SSL AI4TS 66 506 0 17 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,510 0 10 Dec 2015
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,396 0 03 Jun 2014
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 693 31,553 0 16 Jan 2013
ADADELTA: An Adaptive Learning Rate Method Matthew D. Zeiler ODL 165 6,635 0 22 Dec 2012