Doctor AI: Predicting Clinical Events via Recurrent Neural Networks

18 November 2015

Jimeng Sun

Papers citing "Doctor AI: Predicting Clinical Events via Recurrent Neural Networks"

50 / 307 papers shown

Title
No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery Xiaoxue Han Pengfei Hu Jun-En Ding Chang Lu Feng Liu Yue Ning 5 0 0 22 May 2025
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 51 0 0 01 May 2025
Foundation models for electronic health records: representation dynamics and transferability Michael C. Burkhart Bashar Ramadan Zewei Liao Kaveri Chhikara Juan C. Rojas William F. Parker Brett Beaulieu-Jones 36 0 0 14 Apr 2025
Predicting Clinical Outcomes with Waveform LSTMs Michael Albada 47 0 0 13 Mar 2025
RuCCoD: Towards Automated ICD Coding in Russian A. Nesterov Andrey Sakhovskiy Ivan Sviridov Airat Valiev Vladimir Makharev Petr Anokhin Galina Zubkova E. Tutubalina 48 0 0 28 Feb 2025
Patient Trajectory Prediction: Integrating Clinical Notes with Transformers Sifal Klioui Sana Sellami Youssef Trardi 76 0 0 25 Feb 2025
LabTOP: A Unified Model for Lab Test Outcome Prediction on Electronic Health Records Sujeong Im Jungwoo Oh Edward Choi BDL LM&MA 53 0 0 20 Feb 2025
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 231 0 0 15 Feb 2025
Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data Luoting Zhuang Stephen H. Park Steven J. Skates Ashley E. Prosper Denise R. Aberle William Hsu 119 0 0 11 Feb 2025
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning Liuqing Chen Shuhong Xiao Shixian Ding Shanhai Hu Lingyun Sun 73 0 0 10 Feb 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 66 19 0 31 Dec 2024
Learning Disease Progression Models That Capture Health Disparities Erica Chiang Divya Shanmugam Ashley N. Beecy Gabriel Sayer Nir Uriel Deborah Estrin N. Garg 70 0 0 20 Dec 2024
MPLite: Multi-Aspect Pretraining for Mining Clinical Health Records Eric Yang Pengfei Hu Xiaoxue Han Yue Ning 33 0 0 17 Nov 2024
Interpretable Predictive Models for Healthcare via Rational Logistic Regression Thiti Suttaket L Vivek Harsha Vardhan Stanley Kok OOD 30 0 0 05 Nov 2024
MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures Aizan Zafar Kshitij Mishra Asif Ekbal 28 0 0 20 Oct 2024
A Novel Method to Metigate Demographic and Expert Bias in ICD Coding with Causal Inference Bin Zhang Junli Wang CML 23 0 0 18 Oct 2024
TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis Ziyang Song Qingcheng Lu He Zhu David L. Buckeridge Yue Li AI4TS 30 0 0 03 Oct 2024
Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting Byunghyun Kim Jae-Gil Lee AI4TS 26 0 0 30 Sep 2024
Neuro-Symbolic AI for Military Applications D. Hagos D. Rawat NAI 49 4 0 17 Aug 2024
Overcoming Uncertain Incompleteness for Robust Multimodal Sequential Diagnosis Prediction via Curriculum Data Erasing Guided Knowledge Distillation Heejoon Koo 48 0 0 28 Jul 2024
Deep State-Space Generative Model For Correlated Time-to-Event Predictions Yuan Xue Denny Zhou Nan Du Andrew M. Dai Zhen Xu Kun Zhang Claire Cui 47 8 0 28 Jul 2024
MiranDa: Mimicking the Learning Processes of Human Doctors to Achieve Causal Inference for Medication Recommendation Ziheng Wang Xinhe Li H. Momma Stefan Köpsell CML 44 0 0 23 Jul 2024
TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data Ziyang Zhang Hejie Cui Ran Xu Yuzhang Xie Joyce C. Ho Carl Yang CML 37 2 0 14 Jun 2024
Inverse Probability of Treatment Weighting with Deep Sequence Models Enables Accurate treatment effect Estimation from Electronic Health Records Junghwan Lee Simin Ma N. Serban Shihao Yang CML 21 0 0 13 Jun 2024
Time-aware Heterogeneous Graph Transformer with Adaptive Attention Merging for Health Event Prediction Shibo Li Hengliang Cheng Weihua Li 35 0 0 23 Apr 2024
CausalMed: Causality-Based Personalized Medication Recommendation Centered on Patient health state Xiang Li Shunpan Liang Yu Lei Chen Li Yulei Hou Tengfei Ma AI4TS CML 29 3 0 18 Apr 2024
Deep Reinforcement Learning for Personalized Diagnostic Decision Pathways Using Electronic Health Records: A Comparative Study on Anemia and Systemic Lupus Erythematosus Lillian Muyama A. Neuraz Adrien Coulet 35 5 0 09 Apr 2024
CAVIAR: Categorical-Variable Embeddings for Accurate and Robust Inference Anirban Mukherjee H. Chang 16 0 0 07 Apr 2024
TWIN-GPT: Digital Twins for Clinical Trials via Large Language Model Yue Wang Tianfan Fu Yinlong Xu Zihan Ma Hongxia Xu Yingzhou Lu Bang Du Hong-Yan Gao Jian Wu LM&MA 58 27 0 01 Apr 2024
Sequential Inference of Hospitalization Electronic Health Records Using Probabilistic Models Alan Kaplan Priyadip Ray John D Greene Vincent X. Liu 36 0 0 27 Mar 2024
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records Suhan Cui Prasenjit Mitra 32 2 0 06 Mar 2024
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data YongKyung Oh Dongyoung Lim Sungil Kim AI4TS 45 13 0 22 Feb 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 31 3 0 09 Feb 2024
Inadequacy of common stochastic neural networks for reliable clinical decision support Adrian Lindenmeyer Malte Blattmann S. Franke Thomas Neumuth Daniel Schneider BDL 40 1 0 24 Jan 2024
Next Visit Diagnosis Prediction via Medical Code-Centric Multimodal Contrastive EHR Modelling with Hierarchical Regularisation Heejoon Koo 40 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 33 3 0 20 Jan 2024
XAI for In-hospital Mortality Prediction via Multimodal ICU Data Xingqiao Li Jindong Gu Zhiyong Wang Yancheng Yuan Bo Du Fengxiang He 43 2 0 29 Dec 2023
Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong Nassim Oufattole Matthew B. A. McDermott Aparna Balagopalan P. Chandak Marzyeh Ghassemi Collin M. Stultz 34 4 0 16 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 7 0 29 Nov 2023
Out-of-Distribution Generalized Dynamic Graph Neural Network for Human Albumin Prediction Zeyang Zhang Xingwang Li Fei Teng Ning Lin Xueling Zhu Xin Eric Wang Wenwu Zhu OOD 41 11 0 27 Nov 2023
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting Romain Ilbert Thai V. Hoang Zonghua Zhang Themis Palpanas OOD AAML 37 0 0 16 Nov 2023
Time-dependent Probabilistic Generative Models for Disease Progression Onintze Zaballa Aritz Pérez Martínez Elisa Gómez-Inhiesto Teresa Acaiturri Ayesta Jose A. Lozano 29 1 0 15 Nov 2023
Challenges for Predictive Modeling with Neural Network Techniques using Error-Prone Dietary Intake Data Dylan Spicker Amir Nazemi Joy M Hutchinson Paul Fieguth Sharon I. Kirkpatrick Michael P Wallace Kevin W. Dodd 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 39 5 0 15 Nov 2023
Mixture of Coupled HMMs for Robust Modeling of Multivariate Healthcare Time Series O. Poyraz Pekka Marttinen AI4TS 23 1 0 14 Nov 2023
Clairvoyance: A Pipeline Toolkit for Medical Time Series Daniel Jarrett Jinsung Yoon Ioana Bica Zhaozhi Qian A. Ercole M. Schaar AI4TS 34 35 0 28 Oct 2023
An Interpretable Deep-Learning Framework for Predicting Hospital Readmissions From Electronic Health Records Fabio Azzalini Tommaso Dolci Marco Vagaggini OOD 16 1 0 16 Oct 2023
Deep Representation Learning for Prediction of Temporal Event Sets in the Continuous Time Domain Parag Dutta Kawin Mayilvaghanan Pratyaksha Sinha Ambedkar Dukkipati AI4TS 18 0 0 29 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
Personalized Event Prediction for Electronic Health Records Jeong Min Lee Milos Hauskrecht 23 0 0 21 Aug 2023