RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism

19 August 2016

Jimeng Sun

Papers citing "RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism"

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POETREE: Interpretable Policy Learning with Adaptive Decision Trees Alizée Pace Alex J. Chan M. Schaar OffRL 19 17 0 15 Mar 2022
DHEN: A Deep and Hierarchical Ensemble Network for Large-Scale Click-Through Rate Prediction Buyun Zhang Liangchen Luo Xi Liu Jay Li Zeliang Chen ... Yasmine Badr Jongsoo Park Jiyan Yang Dheevatsa Mudigere Ellie Wen 3DV 20 11 0 11 Mar 2022
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment Zhenbang Wu Cao Xiao Lucas Glass David M. Liebovitz Jimeng Sun 29 5 0 04 Mar 2022
DialMed: A Dataset for Dialogue-based Medication Recommendation Zhenfeng He Yuqiang Han Zhenqiu Ouyang Wei Gao Hongxu Chen Guandong Xu Jian Wu 11 9 0 22 Feb 2022
Conditional Generation Net for Medication Recommendation Rui Wu Zhaopeng Qiu Jiacheng Jiang Guilin Qi Xian Wu 22 85 0 14 Feb 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
Label Dependent Attention Model for Disease Risk Prediction Using Multimodal Electronic Health Records Shuai Niu Qing Yin Yunya Song Yike Guo Xian Yang 21 10 0 18 Jan 2022
Forward Composition Propagation for Explainable Neural Reasoning Isel Grau Gonzalo Nápoles M. Bello Yamisleydi Salgueiro A. Jastrzębska 19 0 0 23 Dec 2021
Explainable Artificial Intelligence Methods in Combating Pandemics: A Systematic Review F. Giuste Wenqi Shi Yuanda Zhu Tarun Naren Monica Isgut Ying Sha L. Tong Mitali S. Gupte May D. Wang 18 73 0 23 Dec 2021
MedAttacker: Exploring Black-Box Adversarial Attacks on Risk Prediction Models in Healthcare Muchao Ye Junyu Luo Guanjie Zheng Cao Xiao Ting Wang Fenglong Ma AAML 24 3 0 11 Dec 2021
Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs Chang Lu Tian Han Yue Ning 21 38 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 31 55 0 05 Dec 2021
Efficient Symptom Inquiring and Diagnosis via Adaptive Alignment of Reinforcement Learning and Classification Hongyi Yuan Sheng Yu 19 15 0 01 Dec 2021
On the Effectiveness of Interpretable Feedforward Neural Network Miles Q. Li Benjamin C. M. Fung Adel Abusitta FaML AI4CE 15 3 0 03 Nov 2021
Transformers for prompt-level EMA non-response prediction Supriya Nagesh Alexander Moreno Stephanie M Carpenter Jamie Yap Soujanya Chatterjee ... Santosh Kumar Cho Lam D. Wetter Inbal Nahum-Shani James M. Rehg 14 0 0 01 Nov 2021
Alignment Attention by Matching Key and Query Distributions Shujian Zhang Xinjie Fan Huangjie Zheng Korawat Tanwisuth Mingyuan Zhou OOD 27 10 0 25 Oct 2021
Natural Language Processing for Smart Healthcare Binggui Zhou Guanghua Yang Zheng Shi Shaodan Ma AI4MH LM&MA 27 111 0 19 Oct 2021
Using Clinical Drug Representations for Improving Mortality and Length of Stay Predictions Batuhan Bardak Mehmet Tan 17 2 0 17 Oct 2021
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health Records Chengxi Zang Fei-Yue Wang 14 15 0 11 Oct 2021
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction Sayantan Kumar Sean C. Yu Thomas Kannampallil Zachary B. Abrams Andrew Michelson Philip R. O. Payne FAtt 9 7 0 09 Oct 2021
Pretrained Language Models are Symbolic Mathematics Solvers too! Kimia Noorbakhsh Modar Sulaiman M. Sharifi Kallol Roy Pooyan Jamshidi LRM 20 18 0 07 Oct 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 119 355 0 04 Oct 2021
Simple Recurrent Neural Networks is all we need for clinical events predictions using EHR data L. Rasmy Jie Zhu Zhiheng Li Xin Hao Hong Thoai Nga Tran Yujia Zhou Firat Tiryaki Yang Xiang Hua Xu Degui Zhi 17 17 0 03 Oct 2021
Temporal Clustering with External Memory Network for Disease Progression Modeling Zicong Zhang Changchang Yin Ping Zhang 34 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 6 8 0 25 Sep 2021
Learning Predictive and Interpretable Timeseries Summaries from ICU Data Nari Johnson S. Parbhoo A. Ross Finale Doshi-Velez AI4TS 19 7 0 22 Sep 2021
Interpretable Additive Recurrent Neural Networks For Multivariate Clinical Time Series Asif Rahman Yale Chang Jonathan Rubin AI4TS HAI 20 3 0 15 Sep 2021
Sequential Diagnosis Prediction with Transformer and Ontological Representation Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang 17 29 0 07 Sep 2021
Building Interpretable Models for Business Process Prediction using Shared and Specialised Attention Mechanisms B. Wickramanayake Zhipeng He Chun Ouyang Catarina Moreira Yue Xu Renuka Sindhgatta 8 25 0 03 Sep 2021
SANSformers: Self-Supervised Forecasting in Electronic Health Records with Attention-Free Models Yogesh Kumar Alexander Ilin H. Salo S. Kulathinal M. Leinonen Pekka Marttinen AI4TS MedIm 25 0 0 31 Aug 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 19 106 0 30 Aug 2021
Harnessing value from data science in business: ensuring explainability and fairness of solutions Krzysztof Chomiak Michal Miktus 8 0 0 10 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 26 236 0 10 Aug 2021
Human-in-the-loop Extraction of Interpretable Concepts in Deep Learning Models Zhenge Zhao Panpan Xu C. Scheidegger Liu Ren 11 38 0 08 Aug 2021
Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding Kyunghoon Hur Jiyoung Lee Jungwoo Oh Wesley Price Young-Hak Kim E. Choi 30 17 0 08 Aug 2021
VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models Furui Cheng Dongyu Liu F. Du Yanna Lin Alexandra Zytek Haomin Li Huamin Qu K. Veeramachaneni 16 37 0 04 Aug 2021
Temporal Dependencies in Feature Importance for Time Series Predictions Kin Kwan Leung Clayton Rooke Jonathan Smith S. Zuberi M. Volkovs OOD AI4TS 23 24 0 29 Jul 2021
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series Sindhu Tipirneni Chandan K. Reddy AI4TS 13 104 0 29 Jul 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 26 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 24 83 0 21 Jul 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 17 4 0 20 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
ARM-Net: Adaptive Relation Modeling Network for Structured Data Shaofeng Cai Kaiping Zheng Gang Chen H. V. Jagadish Beng Chin Ooi Meihui Zhang 30 50 0 05 Jul 2021
Improving Prediction of Low-Prior Clinical Events with Simultaneous General Patient-State Representation Learning Matthew Barren Milos Hauskrecht OOD 11 0 0 28 Jun 2021
Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records Yikuan Li M. Mamouei G. Salimi-Khorshidi Shishir Rao A. Hassaine D. Canoy Thomas Lukasiewicz K. Rahimi 18 75 0 21 Jun 2021
Predictive Modeling of Hospital Readmission: Challenges and Solutions Shuwen Wang Xingquan Zhu OOD 26 25 0 16 Jun 2021
Explaining Time Series Predictions with Dynamic Masks Jonathan Crabbé M. Schaar FAtt AI4TS 23 80 0 09 Jun 2021
Self-Supervised Graph Learning with Hyperbolic Embedding for Temporal Health Event Prediction Chang Lu Chandan K. Reddy Yue Ning 22 27 0 09 Jun 2021
Integrating Expert ODEs into Neural ODEs: Pharmacology and Disease Progression Zhaozhi Qian W. Zame L. Fleuren Paul Elbers M. Schaar OOD 19 53 0 05 Jun 2021
Explainable Health Risk Predictor with Transformer-based Medicare Claim Encoder Chuhong Lahlou Ancil Crayton C. Trier E. Willett MedIm 16 5 0 19 May 2021