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 / 346 papers shown

Title
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
GARNN: An Interpretable Graph Attentive Recurrent Neural Network for Predicting Blood Glucose Levels via Multivariate Time Series Chengzhe Piao Taiyu Zhu S. Baldeweg Paul Taylor Pantelis Georgiou Jiahao Sun Jun Wang Kezhi Li AI4TS 19 1 0 26 Feb 2024
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Bowen Jin M. D. Wang Joyce C. Ho Carl Yang 30 8 0 25 Feb 2024
TEE4EHR: Transformer Event Encoder for Better Representation Learning in Electronic Health Records Hojjat Karami David Atienza Anisoara Ionescu AI4TS 28 1 0 09 Feb 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 24 3 0 09 Feb 2024
OntoMedRec: Logically-Pretrained Model-Agnostic Ontology Encoders for Medication Recommendation Weicong Tan Weiqing Wang Xin Zhou Wray L. Buntine Gordon Bingham Hongzhi Yin 33 1 0 29 Jan 2024
TA-RNN: an Attention-based Time-aware Recurrent Neural Network Architecture for Electronic Health Records Mohammad Al Olaimat S. Bozdag AI4TS MU 18 5 0 26 Jan 2024
Inadequacy of common stochastic neural networks for reliable clinical decision support Adrian Lindenmeyer Malte Blattmann S. Franke Thomas Neumuth Daniel Schneider BDL 30 1 0 24 Jan 2024
Next Visit Diagnosis Prediction via Medical Code-Centric Multimodal Contrastive EHR Modelling with Hierarchical Regularisation Heejoon Koo 26 3 0 22 Jan 2024
Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions Suhan Cui Jiaqi Wang Yuan Zhong Han Liu Ting Wang Fenglong Ma 30 2 0 20 Jan 2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations Zichuan Liu Yingying Zhang Tianchun Wang Zefan Wang Dongsheng Luo ... Min Wu Yi Wang Chunlin Chen Lunting Fan Qingsong Wen 25 10 0 16 Jan 2024
Imputation with Inter-Series Information from Prototypes for Irregular Sampled Time Series Zhihao Yu Xu Chu Liantao Ma Yasha Wang Wenwu Zhu AI4TS 20 2 0 14 Jan 2024
MPRE: Multi-perspective Patient Representation Extractor for Disease Prediction Ziyue Yu Jiayi Wang Wuman Luo Rita Tse Giovanni Pau 17 5 0 01 Jan 2024
Predict and Interpret Health Risk using EHR through Typical Patients Zhihao Yu Chaohe Zhang Yasha Wang Wen Tang Jiangtao Wang Liantao Ma 11 4 0 18 Dec 2023
Temporal Supervised Contrastive Learning for Modeling Patient Risk Progression Shahriar Noroozizadeh Jeremy C. Weiss George H. Chen 30 7 0 10 Dec 2023
ALGNet: Attention Light Graph Memory Network for Medical Recommendation System Minh-Van Nguyen Duy-Thinh Nguyen Quoc-Huy Trinh Bac Le GNN 16 1 0 09 Dec 2023
Explaining with Contrastive Phrasal Highlighting: A Case Study in Assisting Humans to Detect Translation Differences Eleftheria Briakou Navita Goyal Marine Carpuat 25 1 0 04 Dec 2023
Clinical Risk Prediction Using Language Models: Benefits And Considerations Angeela Acharya Sulabh Shrestha Anyi Chen Joseph Conte Sanja Avramovic S. Sikdar Antonios Anastasopoulos Sanmay Das 26 6 0 29 Nov 2023
XAI for time-series classification leveraging image highlight methods Georgios Makridis G. Fatouros Vasileios Koukos Dimitrios Kotios D. Kyriazis Ioannis Soldatos AI4TS 28 1 0 28 Nov 2023
Time-dependent Probabilistic Generative Models for Disease Progression Onintze Zaballa Aritz Pérez Martínez Elisa Gómez-Inhiesto Teresa Acaiturri Ayesta Jose A. Lozano 14 1 0 15 Nov 2023
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 34 5 0 15 Nov 2023
Causal Interpretation of Self-Attention in Pre-Trained Transformers R. Y. Rohekar Yaniv Gurwicz Shami Nisimov MILM 18 14 0 31 Oct 2023
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite History Junu Kim Chaeeun Shim Bosco Seong Kyu Yang Chami Im Sung Yoon Lim Han-Gil Jeong Edward Choi 28 8 0 31 Oct 2023
Clairvoyance: A Pipeline Toolkit for Medical Time Series Daniel Jarrett Jinsung Yoon Ioana Bica Zhaozhi Qian A. Ercole M. Schaar AI4TS 21 35 0 28 Oct 2023
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation A. Mulyadi Heung-Il Suk 32 1 0 23 Oct 2023
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML OOD 63 2 0 16 Oct 2023
Detection and prediction of clopidogrel treatment failures using longitudinal structured electronic health records Samuel Kim Ingu Sean Lee Mijeong Irene Ban Jane Chiang 10 2 0 12 Oct 2023
Hierarchical Pretraining on Multimodal Electronic Health Records Xiaochen Wang Junyu Luo Jiaqi Wang Ziyi Yin Suhan Cui Yuan Zhong Yaqing Wang Fenglong Ma 39 5 0 11 Oct 2023
MedDiffusion: Boosting Health Risk Prediction via Diffusion-based Data Augmentation Yuan Zhong Suhan Cui Jiaqi Wang Xiaochen Wang Ziyi Yin Yaqing Wang Houping Xiao Mengdi Huai Ting Wang Fenglong Ma MedIm 30 3 0 04 Oct 2023
CPLLM: Clinical Prediction with Large Language Models Ofir Ben Shoham Nadav Rappoport LM&MA 34 24 0 20 Sep 2023
Rethinking Human-AI Collaboration in Complex Medical Decision Making: A Case Study in Sepsis Diagnosis Shao Zhang Jianing Yu Xuhai Xu Changchang Yin Yuxuan Lu ... Melanie Tory Lace M. Padilla Jeffrey Caterino Ping Zhang Dakuo Wang 28 40 0 17 Sep 2023
SHAPE: A Sample-adaptive Hierarchical Prediction Network for Medication Recommendation Sicen Liu Xiaolong Wang Jingcheng Du Yongshuai Hou Xianbing Zhao Hui Xu Hui Wang Yang Xiang Buzhou Tang 9 7 0 09 Sep 2023
On the Consistency and Robustness of Saliency Explanations for Time Series Classification Chiara Balestra Bin Li Emmanuel Muller FAtt XAI AAML AI4TS 11 2 0 04 Sep 2023
StratMed: Relevance Stratification between Biomedical Entities for Sparsity on Medication Recommendation Xiang Li Shunpan Liang Yulei Hou Tengfei Ma 24 13 0 31 Aug 2023
Learning Channel Importance for High Content Imaging with Interpretable Deep Input Channel Mixing Daniel Siegismund Mario Wieser S. Heyse Stephan Steigele 23 1 0 31 Aug 2023
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction Yola Jones F. Deligianni Jeffrey Stephen Dalton P. Pellicori John G. F. Cleland OOD 18 0 0 30 Aug 2023
DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series Chaoqun Wang Yijun Li Xiangqian Sun Qi Wu DongDong Wang Zhixiang Huang FAtt AI4TS 11 1 0 26 Aug 2023
Patient Clustering via Integrated Profiling of Clinical and Digital Data Dongjin Choi Andy Xiang Ozgur Ozturk Deep Shrestha Barry L. Drake Hamid Haidarian F. Javed Haesun Park 17 1 0 22 Aug 2023
Personalized Event Prediction for Electronic Health Records Jeong Min Lee Milos Hauskrecht 16 0 0 21 Aug 2023
Explainable AI applications in the Medical Domain: a systematic review Nicoletta Prentzas A. Kakas Constantinos S. Pattichis 16 11 0 10 Aug 2023
HealthPrism: A Visual Analytics System for Exploring Children's Physical and Mental Health Profiles with Multimodal Data Zhihan Jiang Handi Chen Rui Zhou Jing Deng Xinchen Zhang Running Zhao Cong Xie Yifang Wang Edith C. H. Ngai 16 4 0 23 Jul 2023
Leveraging Historical Medical Records as a Proxy via Multimodal Modeling and Visualization to Enrich Medical Diagnostic Learning Ouyang Yang Yuchen Wu He Wang Chenyang Zhang Furui Cheng Chang Jiang Lixia Jin Yuanwu Cao Qu Li 14 6 0 23 Jul 2023
Is Task-Agnostic Explainable AI a Myth? Alicja Chaszczewicz 26 2 0 13 Jul 2023
Multi-modal Graph Learning over UMLS Knowledge Graphs Manuel Burger Gunnar Rätsch Rita Kuznetsova 11 2 0 10 Jul 2023
ACDNet: Attention-guided Collaborative Decision Network for Effective Medication Recommendation Jiacong Mi Yizhi Zu Zhuoyuan Wang Jieyue He 21 6 0 06 Jul 2023
PyTrial: Machine Learning Software and Benchmark for Clinical Trial Applications Zifeng Wang B. Theodorou Tianfan Fu Cao Xiao Jimeng Sun LM&MA 22 2 0 06 Jun 2023
SERT: A Transfomer Based Model for Spatio-Temporal Sensor Data with Missing Values for Environmental Monitoring Amin Shoari Nejad Rocío Alaiz-Rodríguez G. McCarthy Brian Kelleher A. Grey Andrew C. Parnell 13 1 0 05 Jun 2023
Time Interpret: a Unified Model Interpretability Library for Time Series Joseph Enguehard FAtt AI4TS 25 4 0 05 Jun 2023
Knowledge Graph Embedding with Electronic Health Records Data via Latent Graphical Block Model Junwei Lu Jin Yin Tianxi Cai 21 3 0 31 May 2023
DKINet: Medication Recommendation via Domain Knowledge Informed Deep Learning Sicen Liu Xiaolong Wang Xianbing Zhao Haoxing Chen 33 0 0 31 May 2023