Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis

12 June 2017

Papers citing "Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis"

50 / 202 papers shown

Title
Open Set Medical Diagnosis Viraj Prabhu A. Kannan Geoffrey Tso Namit Katariya Manish Chablani David Sontag X. Amatriain 23 9 0 07 Oct 2019
Blood lactate concentration prediction in critical care patients: handling missing values B. Mamandipoor Matthias Neumayer M. Moz Jens Grossklags 31 5 0 03 Oct 2019
Temporal Self-Attention Network for Medical Concept Embedding Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Michael Blumenstein 70 29 0 15 Sep 2019
I-MAD: Interpretable Malware Detector Using Galaxy Transformer Miles Q. Li Benjamin C. M. Fung P. Charland Steven H. H. Ding 38 31 0 15 Sep 2019
A Survey of Techniques All Classifiers Can Learn from Deep Networks: Models, Optimizations, and Regularization Alireza Ghods D. Cook 18 1 0 10 Sep 2019
Improved Hierarchical Patient Classification with Language Model Pretraining over Clinical Notes Jonas Kemp A. Rajkomar Andrew M. Dai 32 10 0 06 Sep 2019
DeepHealth: Review and challenges of artificial intelligence in health informatics Gloria Hyunjung Kwak Pan Hui SyDa 33 26 0 01 Sep 2019
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study Najibesadat Sadati Milad Zafar Nezhad R. Chinnam D. Zhu BDL OOD 18 16 0 24 Aug 2019
BEHRT: Transformer for Electronic Health Records Yikuan Li Shishir Rao J. R. A. Solares A. Hassaine D. Canoy Yajie Zhu K. Rahimi G. Salimi-Khorshidi OOD 16 443 0 22 Jul 2019
A generic rule-based system for clinical trial patient selection Jianlin Shi K. Graves John F. Hurdle ELM 12 4 0 16 Jul 2019
Explaining an increase in predicted risk for clinical alerts Michaela Hardt A. Rajkomar Gerardo Flores Andrew M. Dai M. Howell Greg S. Corrado Claire Cui Moritz Hardt FAtt 17 12 0 10 Jul 2019
Early detection of sepsis utilizing deep learning on electronic health record event sequences S. Lauritsen M. E. Kalør Emil Lund Kongsgaard K. M. Lauritsen Marianne Johansson Jørgensen Jeppe Lange B. Thiesson 19 135 0 07 Jun 2019
Machine Learning and Visualization in Clinical Decision Support: Current State and Future Directions Gal Levy-Fix G. Kuperman Noémie Elhadad 26 12 0 06 Jun 2019
A Knowledge Graph-based Approach for Exploring the U.S. Opioid Epidemic Maulik R. Kamdar T. Hamamsy Shea Shelton Ayin Vala T. Eftimov James Zou S. Tamang 14 8 0 27 May 2019
RL4health: Crowdsourcing Reinforcement Learning for Knee Replacement Pathway Optimization Hao Lu Mengdi Wang OffRL 19 4 0 24 May 2019
A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy Genady Beryozkin Yoel Drori Oren Gilon Tzvika Hartman Idan Szpektor BDL 19 21 0 22 May 2019
A self-attention based deep learning method for lesion attribute detection from CT reports Yifan Peng Ke Yan V. Sandfort Ronald M. Summers Zhiyong Lu MedIm 24 18 0 30 Apr 2019
Inpatient2Vec: Medical Representation Learning for Inpatients Ying Wang Xiao Xu Tao Jin Xiang Li Guotong Xie Jianmin Wang AI4TS 24 21 0 18 Apr 2019
ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission Kexin Huang Jaan Altosaar Rajesh Ranganath OOD 16 875 0 10 Apr 2019
An Analysis of Attention over Clinical Notes for Predictive Tasks Sarthak Jain R. Mohammadi Byron C. Wallace 19 22 0 05 Apr 2019
Interpretation of machine learning predictions for patient outcomes in electronic health records William La Cava Christopher R. Bauer J. Moore S. Pendergrass FAtt 21 47 0 14 Mar 2019
SECNLP: A Survey of Embeddings in Clinical Natural Language Processing Katikapalli Subramanyam Kalyan S. Sangeetha 17 82 0 04 Mar 2019
No Peek: A Survey of private distributed deep learning Praneeth Vepakomma Tristan Swedish Ramesh Raskar O. Gupta Abhimanyu Dubey SyDa FedML 30 100 0 08 Dec 2018
Differential Privacy Techniques for Cyber Physical Systems: A Survey M. Hassan M. H. Rehmani Jinjun Chen 27 432 0 06 Dec 2018
Split learning for health: Distributed deep learning without sharing raw patient data Praneeth Vepakomma O. Gupta Tristan Swedish Ramesh Raskar FedML 63 692 0 03 Dec 2018
Modeling Treatment Delays for Patients using Feature Label Pairs in a Time Series Weiyu Huang Yunlong Wang Li Zhou E. Zhao Yilian Yuan Alejandro Ribero 6 0 0 03 Dec 2018
Imputation of Clinical Covariates in Time Series Dimitris Bertsimas Agni Orfanoudaki C. Pawlowski 33 32 0 02 Dec 2018
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 20 6 0 28 Nov 2018
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification E. Brouwer Jaak Simm Adam Arany Yves Moreau 26 6 0 26 Nov 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 22 1,608 0 25 Nov 2018
Application of Clinical Concept Embeddings for Heart Failure Prediction in UK EHR data Spiros C. Denaxas Pontus Stenetorp Sebastian Riedel M. Pikoula Richard J. B. Dobson H. Hemingway 6 8 0 23 Nov 2018
Multimodal Machine Learning for Automated ICD Coding Keyang Xu Mike Lam Jingzhi Pang Xin Gao Charlotte Band ... A. Khanna J. Cywinski K. Maheshwari P. Xie Eric Xing 16 109 0 31 Oct 2018
Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter Petteri Teikari Raymond P. Najjar L. Schmetterer D. Milea MedIm 24 27 0 13 Oct 2018
emrQA: A Large Corpus for Question Answering on Electronic Medical Records Anusri Pampari Preethi Raghavan Jennifer J. Liang Jian-wei Peng 27 201 0 03 Sep 2018
Security and Privacy Issues in Deep Learning Ho Bae Jaehee Jang Dahuin Jung Hyemi Jang Heonseok Ha Hyungyu Lee Sungroh Yoon SILM MIACV 45 77 0 31 Jul 2018
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 27 163 0 23 Jul 2018
Developing a Portable Natural Language Processing Based Phenotyping System Himanshu Sharma Chengsheng Mao Yizhen Zhang H. Vatani Liang Yao Yizhen Zhong Luke Rasmussen Guoqian Jiang Jyotishman Pathak Yuan Luo 11 36 0 17 Jul 2018
Causal Discovery in the Presence of Missing Data Ruibo Tu Cheng Zhang P. Ackermann Bo Christer Bertilson Clark Glymour Hedvig Kjellström Kun Zhang CML 11 63 0 11 Jul 2018
Natural Language Processing for EHR-Based Computational Phenotyping Zexian Zeng Yu Deng Xiaoyu Li Tristan Naumann Yuan Luo 40 147 0 13 Jun 2018
Revealing patterns in HIV viral load data and classifying patients via a novel machine learning cluster summarization method S. Farooq Samuel J. Weisenthal Melissa Trayhan Robert J. White Kristen Bush P. Mariuz M. Zand 12 0 0 25 Apr 2018
Learning from the experts: From expert systems to machine-learned diagnosis models Murali Ravuri A. Kannan Geoffrey Tso X. Amatriain 19 18 0 21 Apr 2018
A Deep Active Survival Analysis Approach for Precision Treatment Recommendations: Application of Prostate Cancer Milad Zafar Nezhad Najibesadat Sadati Kai Yang D. Zhu 19 64 0 10 Apr 2018
Deep Representation for Patient Visits from Electronic Health Records J. Escudié Alaa Saade A. Coucke Marc Lelarge BDL 6 8 0 26 Mar 2018
DeepSOFA: A Continuous Acuity Score for Critically Ill Patients using Clinically Interpretable Deep Learning B. Shickel Tyler J. Loftus Lasith Adhikari T. Ozrazgat-Baslanti A. Bihorac Parisa Rashidi 20 130 0 28 Feb 2018
Identify Susceptible Locations in Medical Records via Adversarial Attacks on Deep Predictive Models Mengying Sun Fengyi Tang Jinfeng Yi Fei Wang Jiayu Zhou AAML OOD MedIm 31 61 0 13 Feb 2018
An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes Jinmiao Huang C. Osorio Luke Wicent Sy 35 110 0 07 Feb 2018
Resset: A Recurrent Model for Sequence of Sets with Applications to Electronic Medical Records Phuoc Nguyen T. Tran Svetha Venkatesh BDL 25 21 0 03 Feb 2018
Deep Learning in Pharmacogenomics: From Gene Regulation to Patient Stratification Alexandr A Kalinin Gerald A. Higgins Narathip Reamaroon S. M. Reza Soroushmehr Ari Allyn-Feuer I. Dinov Kayvan Najarian B. Athey OOD 36 122 0 25 Jan 2018
Scalable and accurate deep learning for electronic health records A. Rajkomar Eyal Oren Kai Chen Andrew M. Dai Nissan Hajaj ... A. Butte M. Howell Claire Cui Greg S. Corrado Jeffrey Dean OOD BDL 44 2,110 0 24 Jan 2018
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study Najibesadat Sadati Milad Zafar Nezhad Kairan Yang D. Zhu OOD BDL 11 12 0 06 Jan 2018