Dipole: Diagnosis Prediction in Healthcare via Attention-based Bidirectional Recurrent Neural Networks

19 June 2017

Jing Gao

Papers citing "Dipole: Diagnosis Prediction in Healthcare via Attention-based Bidirectional Recurrent Neural Networks"

50 / 136 papers shown

Title
Modeling Long-term Dependencies and Short-term Correlations in Patient Journey Data with Temporal Attention Networks for Health Prediction Yuxi Liu Zhenhao Zhang Antonio Jimeno Yepes Flora D. Salim 62 12 0 13 Jul 2022
Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction Tianwei Cao Qianqian Xu Zhiyong Yang Qingming Huang 53 7 0 28 Jun 2022
Bilateral Dependency Optimization: Defending Against Model-inversion Attacks Xiong Peng Feng Liu Jingfeng Zhang Long Lan Junjie Ye Tongliang Liu Bo Han 68 36 0 11 Jun 2022
CATNet: Cross-event Attention-based Time-aware Network for Medical Event Prediction Sicen Liu Xiaolong Wang Yang Xiang Huiqin Xu Hui Wang Buzhou Tang AI4TS 54 10 0 29 Apr 2022
KnowAugNet: Multi-Source Medical Knowledge Augmented Medication Prediction Network with Multi-Level Graph Contrastive Learning Yang An Bo Jin Xiaopeng Wei 39 2 0 25 Apr 2022
Multi-Label Clinical Time-Series Generation via Conditional GAN C. Lu Chandan K. Reddy Ping Wang Dong Nie Yue Ning SyDa 90 26 0 10 Apr 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 55 5 0 08 Mar 2022
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment Zhenbang Wu Cao Xiao Lucas Glass David M. Liebovitz Jimeng Sun 82 5 0 04 Mar 2022
NeuroView-RNN: It's About Time C. Barberan Sina Alemohammad Naiming Liu Randall Balestriero Richard G. Baraniuk AI4TS HAI 67 2 0 23 Feb 2022
Label Dependent Attention Model for Disease Risk Prediction Using Multimodal Electronic Health Records Shuai Niu Qing Yin Yunya Song Yike Guo Xian Yang 51 13 0 18 Jan 2022
Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs Chang Lu Tian Han Yue Ning 84 43 0 09 Dec 2021
Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View Di Jin Elena Sergeeva W. Weng Geeticka Chauhan Peter Szolovits OOD 120 58 0 05 Dec 2021
Temporal Clustering with External Memory Network for Disease Progression Modeling Zicong Zhang Changchang Yin Ping Zhang 84 1 0 29 Sep 2021
Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task Learning Thai-Hoang Pham Changchang Yin L. Mehta Xueru Zhang Ping Zhang 40 8 0 25 Sep 2021
Sequential Diagnosis Prediction with Transformer and Ontological Representation Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang 115 31 0 07 Sep 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 67 118 0 30 Aug 2021
Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding Kyunghoon Hur Jiyoung Lee Jungwoo Oh Wesley Price Young-Hak Kim Edward Choi 81 19 0 08 Aug 2021
MIPO: Mutual Integration of Patient Journey and Medical Ontology for Healthcare Representation Learning Xueping Peng Guodong Long Sen Wang Jing Jiang Allison Clarke Clement Schlegel Chen Zhang AI4TS 63 4 0 20 Jul 2021
Predicting Disease Progress with Imprecise Lab Test Results Mei Wang Jianwen Su Zhi-kai Lin 71 0 0 08 Jul 2021
ARM-Net: Adaptive Relation Modeling Network for Structured Data Shaofeng Cai Kaiping Zheng Gang Chen H. V. Jagadish Beng Chin Ooi Meihui Zhang 97 51 0 05 Jul 2021
Transformer-based unsupervised patient representation learning based on medical claims for risk stratification and analysis Xianlong Zeng Simon M. Lin Chang Liu 112 7 0 23 Jun 2021
Medical Profile Model: Scientific and Practical Applications in Healthcare Pavel Blinov V. Kokh 29 2 0 21 Jun 2021
Self-Supervised Graph Learning with Hyperbolic Embedding for Temporal Health Event Prediction Chang Lu Chandan K. Reddy Yue Ning 62 31 0 09 Jun 2021
Explainable Health Risk Predictor with Transformer-based Medicare Claim Encoder Chuhong Lahlou Ancil Crayton C. Trier E. Willett MedIm 48 6 0 19 May 2021
Collaborative Graph Learning with Auxiliary Text for Temporal Event Prediction in Healthcare Chang Lu Chandan K. Reddy Prithwish Chakraborty Samantha Kleinberg Yue Ning 78 62 0 16 May 2021
MeSIN: Multilevel Selective and Interactive Network for Medication Recommendation Yang An Liang Zhang Mao You Xueqing Tian Bo Jin Xiaopeng Wei 55 20 0 22 Apr 2021
Predicting Opioid Use Disorder from Longitudinal Healthcare Data using Multi-stream Transformer S. Fouladvand J. Talbert L. Dwoskin H. Bush A. Meadows Lars E. Peterson Ramakanth Kavuluru Jin Chen 63 4 0 16 Mar 2021
Lifelong Learning based Disease Diagnosis on Clinical Notes Zifeng Wang Yifan Yang Rui Wen Xi Chen Shao-Lun Huang Yefeng Zheng CLL 68 5 0 27 Feb 2021
Generalized and Transferable Patient Language Representation for Phenotyping with Limited Data Yuqi Si E. Bernstam Kirk Roberts 52 9 0 24 Feb 2021
AttDMM: An Attentive Deep Markov Model for Risk Scoring in Intensive Care Units Yilmazcan Ozyurt Mathias Kraus Tobias Hatt Stefan Feuerriegel 79 34 0 09 Feb 2021
Temporal Cascade and Structural Modelling of EHRs for Granular Readmission Prediction B. Hettige Weiqing Wang Yuan-Fang Li Suong Le Wray Buntine CML 29 0 0 04 Feb 2021
An attention model to analyse the risk of agitation and urinary tract infections in people with dementia Honglin Li Roonak Rezvani Magdalena Anita Kolanko D. Sharp M. Wairagkar R. Vaidyanathan R. Nilforooshan Payam Barnaghi 25 3 0 18 Jan 2021
Heterogeneous Similarity Graph Neural Network on Electronic Health Records Zheng Liu Xiaohan Li Hao Peng Lifang He Philip S. Yu 85 66 0 17 Jan 2021
PyHealth: A Python Library for Health Predictive Models Yue Zhao Zhi Qiao Cao Xiao Lucas Glass Jimeng Sun LM&MA VLM OOD AI4TS AI4MH 99 22 0 11 Jan 2021
Memory-Gated Recurrent Networks Yaquan Zhang Qi Wu Nanbo Peng Min Dai Jing Zhang Hu Wang BDL AI4TS 47 7 0 24 Dec 2020
AIST: An Interpretable Attention-based Deep Learning Model for Crime Prediction Yeasir Rayhan T. Hashem 36 24 0 16 Dec 2020
Forecasting: theory and practice F. Petropoulos D. Apiletti Vassilios Assimakopoulos M. Z. Babai Devon K. Barrow ... J. Arenas Xiaoqian Wang R. L. Winkler Alisa Yusupova F. Ziel AI4TS 120 375 0 04 Dec 2020
TRACE: Early Detection of Chronic Kidney Disease Onset with Transformer-Enhanced Feature Embedding Yu Wang Ziqiao Guan W. Hou Fusheng Wang MedIm 50 3 0 03 Dec 2020
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data Chenxi Sun linda Qiao Moxian Song Hongyan Li AI4TS OOD 103 59 0 23 Oct 2020
UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data Chacha Chen Junjie Liang Fenglong Ma Lucas Glass Jimeng Sun Cao Xiao 71 26 0 22 Oct 2020
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 103 163 0 06 Oct 2020
Bidirectional Representation Learning from Transformers using Multimodal Electronic Health Record Data to Predict Depression Yiwen Meng W. Speier Michael K. Ong C. Arnold 23 0 0 26 Sep 2020
BiteNet: Bidirectional Temporal Encoder Network to Predict Medical Outcomes Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang Chengqi Zhang 106 15 0 24 Sep 2020
Online Disease Self-diagnosis with Inductive Heterogeneous Graph Convolutional Networks Zifeng Wang Rui Wen Xi Chen Shilei Cao Shao-Lun Huang B. Qian Yefeng Zheng 64 31 0 06 Sep 2020
Cross-Global Attention Graph Kernel Network Prediction of Drug Prescription Hao-Ren Yao D. Chang O. Frieder Wendy Huang I. Liang C. Hung GNN 33 4 0 04 Aug 2020
Relation-aware Meta-learning for Market Segment Demand Prediction with Limited Records Jiatu Shi Huaxiu Yao Xian Wu Tong Li Zedong Lin Tengfei Wang Binqiang Zhao 41 1 0 01 Aug 2020
A Simple and Interpretable Predictive Model for Healthcare S. Maji Raghav Bali S. Ankem Kishore V Ayyadevara 26 1 0 27 Jul 2020
Predicting Clinical Diagnosis from Patients Electronic Health Records Using BERT-based Neural Networks Pavel Blinov Manvel Avetisian V. Kokh Dmitry Umerenkov Alexander Tuzhilin 58 19 0 15 Jul 2020
Deep Contextual Clinical Prediction with Reverse Distillation Rohan Kodialam Rebecca Boiarsky Justin Lim Neil Dixit Aditya Sai David Sontag 58 25 0 10 Jul 2020
Self-Attention Enhanced Patient Journey Understanding in Healthcare System Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang AI4TS 52 17 0 15 Jun 2020