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 / 51 papers shown

Title
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 29 0 0 01 Nov 2024
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval Pengcheng Jiang Cao Xiao Minhao Jiang Parminder Bhatia Taha A. Kass-Hout Jimeng Sun Jiawei Han RALM AI4MH 43 4 0 06 Oct 2024
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records Zekai Wang Tieming Liu B. Yao 31 0 0 30 Jun 2024
Augmented Risk Prediction for the Onset of Alzheimer's Disease from Electronic Health Records with Large Language Models Jiankun Wang Sumyeong Ahn Taykhoom Dalal Xiaodan Zhang Weishen Pan Qiannan Zhang Bin Chen H. H. Dodge Fei-Yue Wang Jiayu Zhou LM&MA 31 2 0 26 May 2024
PheME: A deep ensemble framework for improving phenotype prediction from multi-modal data Shenghan Zhang Haoxuan Li Ruixiang Tang Sirui Ding L. Rasmy Degui Zhi Na Zou Xia Hu 27 5 0 19 Mar 2023
Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks Jialai Wang Ziyuan Zhang Meiqi Wang Han Qiu Tianwei Zhang Qi Li Zongpeng Li Tao Wei Chao Zhang AAML 19 20 0 27 Feb 2023
TemporAI: Facilitating Machine Learning Innovation in Time Domain Tasks for Medicine Evgeny S. Saveliev M. Schaar 24 4 0 28 Jan 2023
Self-supervised Representation Learning on Electronic Health Records with Graph Kernel Infomax Hao-Ren Yao Nairen Cao Katina Russell D. Chang O. Frieder Jeremy T. Fineman SSL 20 1 0 01 Sep 2022
COPER: Continuous Patient State Perceiver V. Chauhan Anshul Thakur Odhran O'Donoghue David A. Clifton AI4TS OOD 24 5 0 05 Aug 2022
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images Nasir Hayat Krzysztof J. Geras Farah E. Shamout MedIm 19 40 0 14 Jul 2022
Unsupervised Probabilistic Models for Sequential Electronic Health Records Alan Kaplan John D Greene Vincent X. Liu Priyadip Ray 26 2 0 15 Apr 2022
RobIn: A Robust Interpretable Deep Network for Schizophrenia Diagnosis Daniel Organisciak Hubert P. H. Shum E. Nwoye Wai Lok Woo OOD 16 19 0 31 Mar 2022
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 52 30 0 25 Jan 2022
Machine Learning for Multimodal Electronic Health Records-based Research: Challenges and Perspectives Ziyi Liu Jiaqi Zhang Yongshuai Hou Xinran Zhang Ge Li Yang Xiang 17 14 0 09 Nov 2021
Temporal Clustering with External Memory Network for Disease Progression Modeling Zicong Zhang Changchang Yin Ping Zhang 34 1 0 29 Sep 2021
Patient Outcome and Zero-shot Diagnosis Prediction with Hypernetwork-guided Multitask Learning Shaoxiong Ji Pekka Marttinen 19 5 0 07 Sep 2021
Transfer Learning in Electronic Health Records through Clinical Concept Embedding J. R. A. Solares Yajie Zhu A. Hassaine Shishir Rao Yikuan Li M. Mamouei D. Canoy K. Rahimi G. Salimi-Khorshidi 18 6 0 27 Jul 2021
Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies F. Xie Han Yuan Yilin Ning M. Ong Mengling Feng W. Hsu B. Chakraborty Nan Liu 19 83 0 21 Jul 2021
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review Irene Z Li Jessica Pan Jeremy Goldwasser Neha Verma Wai Pan Wong ... Matthew Zhang David Chang R. Taylor H. Krumholz Dragomir R. Radev BDL 19 154 0 07 Jul 2021
Machine Learning with Electronic Health Records is vulnerable to Backdoor Trigger Attacks Byunggill Joe Akshay Mehra I. Shin Jihun Hamm 9 9 0 15 Jun 2021
B-HAR: an open-source baseline framework for in depth study of human activity recognition datasets and workflows Florenc Demrozi Cristian Turetta G. Pravadelli 17 8 0 23 Jan 2021
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records Tingyi Wanyan Hossein Honarvar A. Azad Ying Ding B. Glicksberg 11 19 0 28 Dec 2020
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA Adnan Siraj Rakin Yukui Luo Xiaolin Xu Deliang Fan AAML 9 49 0 05 Nov 2020
A Survey on Deep Learning and Explainability for Automatic Report Generation from Medical Images Pablo Messina Pablo Pino Denis Parra Alvaro Soto Cecilia Besa S. Uribe Marcelo andía C. Tejos Claudia Prieto Daniel Capurro MedIm 28 62 0 20 Oct 2020
Identifying Risk of Opioid Use Disorder for Patients Taking Opioid Medications with Deep Learning Xinyu Dong Jianyuan Deng S. Rashidian Kayley Abell-Hart W. Hou R. Rosenthal M. Saltz Joel H. Saltz Fusheng Wang 11 29 0 09 Oct 2020
BiteNet: Bidirectional Temporal Encoder Network to Predict Medical Outcomes Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Chengqi Zhang 9 15 0 24 Sep 2020
A Dynamic Deep Neural Network For Multimodal Clinical Data Analysis Maria Hügle Gabriel Kalweit T. Huegle Joschka Boedecker BDL 11 19 0 14 Aug 2020
Extracting Structured Data from Physician-Patient Conversations By Predicting Noteworthy Utterances Kundan Krishna Amy Pavel Benjamin Schloss Jeffrey P. Bigham Zachary Chase Lipton 11 17 0 14 Jul 2020
OptiLIME: Optimized LIME Explanations for Diagnostic Computer Algorithms Giorgio Visani Enrico Bagli F. Chesani FAtt 19 60 0 10 Jun 2020
Domain Adaptation in Highly Imbalanced and Overlapping Datasets R. Ber T. Haramaty OOD 29 2 0 07 May 2020
DeepHammer: Depleting the Intelligence of Deep Neural Networks through Targeted Chain of Bit Flips Fan Yao Adnan Siraj Rakin Deliang Fan AAML 18 154 0 30 Mar 2020
Empirical Analysis of Zipf's Law, Power Law, and Lognormal Distributions in Medical Discharge Reports J. Quiroz L. Laranjo C. Tufanaru A. Kocaballi Dana Rezazadegan S. Berkovsky E. Coiera 11 1 0 30 Mar 2020
Secondary Use of Electronic Health Record: Opportunities and Challenges S. M. Shah Rizwan Ahmed Khan 23 77 0 26 Jan 2020
Obesity Prediction with EHR Data: A deep learning approach with interpretable elements Mehak Gupta T. Phan Timothy Bunnell Rahmatollah Beheshti 14 67 0 05 Dec 2019
Towards unstructured mortality prediction with free-text clinical notes Mohammad Hashir R. Sawhney 17 39 0 19 Nov 2019
Blood lactate concentration prediction in critical care patients: handling missing values B. Mamandipoor Matthias Neumayer M. Moz Jens Grossklags 26 5 0 03 Oct 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 11 135 0 07 Jun 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 11 18 0 30 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 16 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 22 99 0 08 Dec 2018
Split learning for health: Distributed deep learning without sharing raw patient data Praneeth Vepakomma O. Gupta Tristan Swedish Ramesh Raskar FedML 8 690 0 03 Dec 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 P. Xing 11 109 0 31 Oct 2018
Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter Petteri Teikari Raymond P. Najjar L. Schmetterer D. Milea MedIm 16 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 11 201 0 03 Sep 2018
Natural Language Processing for EHR-Based Computational Phenotyping Zexian Zeng Yu Deng Xiaoyu Li Tristan Naumann Yuan Luo 32 147 0 13 Jun 2018
Learning from the experts: From expert systems to machine-learned diagnosis models Murali Ravuri A. Kannan Geoffrey Tso X. Amatriain 12 18 0 21 Apr 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 12 130 0 28 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 28 122 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 42 2,105 0 24 Jan 2018