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"

50 / 345 papers shown

Title
AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control Afshin Oroojlooy M. Nazari Davood Hajinezhad Jorge Silva 16 84 0 12 Oct 2020
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting Yuan Yin Vincent Le Guen Jérémie Donà Emmanuel de Bézenac Ibrahim Ayed Nicolas Thome Patrick Gallinari AI4CE PINN 30 132 0 09 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 13 154 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 16 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 9 15 0 24 Sep 2020
Transfer Learning in Deep Reinforcement Learning: A Survey Zhuangdi Zhu Kaixiang Lin Anil K. Jain Jiayu Zhou OffRL LRM 14 560 0 16 Sep 2020
Actionable Interpretation of Machine Learning Models for Sequential Data: Dementia-related Agitation Use Case Nutta Homdee J. Lach 11 1 0 10 Sep 2020
Why I'm not Answering: Understanding Determinants of Classification of an Abstaining Classifier for Cancer Pathology Reports S. Dhaubhadel J. Mohd-Yusof K. Ganguly Gopinath Chennupati S. Thulasidasan ... Georgia D. Tourassi Linda Coyle Lynne Penberthy Benjamin H. McMahon T. Bhattacharya 6 2 0 10 Sep 2020
Enhancing the Interpretability of Deep Models in Heathcare Through Attention: Application to Glucose Forecasting for Diabetic People Maxime De Bois M. El-Yacoubi M. Ammi 6 5 0 08 Sep 2020
Interpreting Deep Glucose Predictive Models for Diabetic People Using RETAIN Maxime De Bois M. El-Yacoubi M. Ammi 6 3 0 08 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 16 30 0 06 Sep 2020
All Data Inclusive, Deep Learning Models to Predict Critical Events in the Medical Information Mart for Intensive Care III Database (MIMIC III) Anubhav Reddy Nallabasannagari M. Reddiboina R. Seltzer Trevor Zeffiro Ajay Sharma M. Bhandari 21 10 0 02 Sep 2020
PREMIER: Personalized REcommendation for Medical prescrIptions from Electronic Records Suman Bhoi M. Lee W. Hsu 8 12 0 28 Aug 2020
Tackling COVID-19 through Responsible AI Innovation: Five Steps in the Right Direction David Leslie 19 67 0 15 Aug 2020
Spatiotemporal Attention for Multivariate Time Series Prediction and Interpretation Tryambak Gangopadhyay Sin Yong Tan Zhanhong Jiang Rui Meng S. Sarkar AI4TS 13 45 0 11 Aug 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 15 4 0 04 Aug 2020
A Simple and Interpretable Predictive Model for Healthcare S. Maji Raghav Bali S. Ankem Kishore V Ayyadevara 19 1 0 27 Jul 2020
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis Liantao Ma Xinyu Ma Junyi Gao Chaohe Zhang Zhihao Yu Xianfeng Jiao Wenjie Ruan Yasha Wang Wen Tang Jiangtao Wang OOD 9 5 0 17 Jul 2020
Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry C. Schockaert Reinhard Leperlier Assaad Moawad AI4TS AI4CE 8 9 0 15 Jul 2020
Deep Contextual Clinical Prediction with Reverse Distillation Rohan Kodialam Rebecca Boiarsky Justin Lim Neil Dixit Aditya Sai David Sontag 15 25 0 10 Jul 2020
ProtoryNet - Interpretable Text Classification Via Prototype Trajectories Dat Hong Tong Wang Stephen S. Baek AI4TS 7 0 0 03 Jul 2020
Learning Individualized Treatment Rules with Estimated Translated Inverse Propensity Score Zhiliang Wu Yinchong Yang Yunpu Ma Yushan Liu Rui Zhao Michael Moor Volker Tresp 16 1 0 02 Jul 2020
Survey on Visual Analysis of Event Sequence Data Yi Guo Shunan Guo Zhuochen Jin Smiti Kaul David Gotz Nan Cao AI4TS 18 103 0 25 Jun 2020
Crop Yield Prediction Integrating Genotype and Weather Variables Using Deep Learning Johnathon Shook Tryambak Gangopadhyay Linjian Wu Baskar Ganapathysubramanian S. Sarkar Asheesh K. Singh 21 131 0 24 Jun 2020
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning T. Nguyen Hyewon Jeong Eunho Yang Sung Ju Hwang 10 15 0 23 Jun 2020
Improving Workflow Integration with xPath: Design and Evaluation of a Human-AI Diagnosis System in Pathology H. Gu Yuan Liang Yifan Xu Christopher Kazu Williams S. Magaki ... Wenzhong Yan X. R. Zhang Yang Li Mohammad Haeri Xiang Ánthony' Chen 24 29 0 23 Jun 2020
Self-Attention Enhanced Patient Journey Understanding in Healthcare System Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang AI4TS 6 17 0 15 Jun 2020
Why Attentions May Not Be Interpretable? Bing Bai Jian Liang Guanhua Zhang Hao Li Kun Bai Fei-Yue Wang FAtt 12 56 0 10 Jun 2020
Cost-effective Interactive Attention Learning with Neural Attention Processes Jay Heo Junhyeong Park Hyewon Jeong Kwang Joon Kim Juho Lee Eunho Yang Sung Ju Hwang 14 8 0 09 Jun 2020
Serverless on FHIR: Deploying machine learning models for healthcare on the cloud B. Eapen K. Sartipi N. Archer 15 4 0 08 Jun 2020
A Semiparametric Approach to Interpretable Machine Learning Numair Sani Jaron J. R. Lee Razieh Nabi I. Shpitser 10 6 0 08 Jun 2020
Med-BERT: pre-trained contextualized embeddings on large-scale structured electronic health records for disease prediction L. Rasmy Yang Xiang Z. Xie Cui Tao Degui Zhi AI4MH LM&MA 19 655 0 22 May 2020
Clinical Predictive Models for COVID-19: Systematic Study Patrick Schwab August DuMont Schütte Benedikt Dietz Stefan Bauer OOD ELM 42 35 0 17 May 2020
A Survey on Temporal Reasoning for Temporal Information Extraction from Text (Extended Abstract) A. Leeuwenberg Marie-Francine Moens 6 31 0 13 May 2020
Time Series Forecasting With Deep Learning: A Survey Bryan Lim S. Zohren AI4TS AI4CE 31 1,184 0 28 Apr 2020
Interpretation of Deep Temporal Representations by Selective Visualization of Internally Activated Nodes Sohee Cho Ginkyeng Lee Wonjoon Chang Jaesik Choi 30 16 0 27 Apr 2020
Sequential Interpretability: Methods, Applications, and Future Direction for Understanding Deep Learning Models in the Context of Sequential Data B. Shickel Parisa Rashidi AI4TS 25 17 0 27 Apr 2020
Explainable Goal-Driven Agents and Robots -- A Comprehensive Review F. Sado C. K. Loo W. S. Liew Matthias Kerzel S. Wermter 19 48 0 21 Apr 2020
Boxer: Interactive Comparison of Classifier Results Michael Gleicher Aditya Barve Xinyi Yu Florian Heimerl VLM HAI 8 40 0 16 Apr 2020
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases Luchen Liu Zequn Liu Haoxian Wu Zichang Wang Jianhao Shen Yiping Song Ming Zhang 17 19 0 11 Apr 2020
Forecasting in multivariate irregularly sampled time series with missing values Shivam Srivastava Prithviraj Sen B. Reinwald AI4TS 26 3 0 06 Apr 2020
TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications Kaiping Zheng Shaofeng Cai H. Chua Wei Wang K. Ngiam Beng Chin Ooi AI4TS 13 26 0 24 Mar 2020
G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes Rui Li Zach Shahn Jun Li Mingyu Lu Prithwish Chakraborty Daby M. Sow Mohamed F. Ghalwash Li-wei H. Lehman CML AI4CE PINN BDL 6 12 0 23 Mar 2020
Deep Bayesian Gaussian Processes for Uncertainty Estimation in Electronic Health Records Yikuan Li Shishir Rao A. Hassaine R. Ramakrishnan Yajie Zhu D. Canoy G. Salimi-Khorshidi Thomas Lukasiewicz K. Rahimi BDL UQCV 6 35 0 23 Mar 2020
What went wrong and when? Instance-wise Feature Importance for Time-series Models S. Tonekaboni Shalmali Joshi Kieran Campbell D. Duvenaud Anna Goldenberg FAtt OOD AI4TS 49 14 0 05 Mar 2020
Adaptive Prediction Timing for Electronic Health Records J. Deasy A. Ercole Pietro Lió OOD 9 1 0 05 Mar 2020
A Visual Analytics System for Multi-model Comparison on Clinical Data Predictions Yiran Li Takanori Fujiwara Y. Choi Katherine K. Kim K. Ma OOD 6 27 0 18 Feb 2020
StageNet: Stage-Aware Neural Networks for Health Risk Prediction Junyi Gao Cao Xiao Yasha Wang Wen Tang Lucas Glass Jimeng Sun 37 91 0 24 Jan 2020
Visual Summary of Value-level Feature Attribution in Prediction Classes with Recurrent Neural Networks Chuan-Chi Wang Xumeng Wang K. Ma FAtt HAI 15 1 0 23 Jan 2020
Learning Dynamic and Personalized Comorbidity Networks from Event Data using Deep Diffusion Processes Zhaozhi Qian Ahmed Alaa Alexis Bellot J. Rashbass M. Schaar DiffM MedIm 23 17 0 08 Jan 2020