Dynamic Hypergraph-Enhanced Prediction of Sequential Medical Visits
University of Southern California（南加州大学）；University of California, Berkeley（加利福尼亚大学伯克利分校）；Texas Tech University（德克萨斯理工大学）；Southern Methodist University（南卫理公会大学）
Wangying Yang, Zitao Zheng, Zhizhong Wu, Bo Zhang, Yuanfang Yang
This study introduces a pioneering Dynamic Hypergraph Networks (DHCE) model designed to predict future medical diagnoses from electronic health records with enhanced accuracy. The DHCE model innovates by identifying and differentiating acute and chronic diseases within a patient's visit history, constructing dynamic hypergraphs that capture the complex, high-order interactions between diseases. It surpasses traditional recurrent neural networks and graph neural networks by effectively integrating clinical event data, reflected through medical language model-assisted encoding, into a robust patient representation. Through extensive experiments on two benchmark datasets, MIMIC-III and MIMIC-IV, the DHCE model exhibits superior performance, significantly outpacing established baseline models in the precision of sequential diagnosis prediction.
Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning
South China University of Technology（华南理工大学）；Communication and Computer Network Laboratory of Guangdong（广东通信与计算机网络实验室）；Peng Cheng Laboratory（鹏城实验室）；JD Finance America Corporation（京东金融美国公司）；University of Hong Kong（香港大学）
Sequential Diagnosis Prediction with Transformer and Ontological Representation
Australian Artificial Intelligence Institute, FEIT, University of Technology Sydney（悉尼科技大学澳大利亚人工智能研究所）；School of Information Technology and Electrical Engineering, The University of Queensland（昆士兰大学信息技术与电气工程学院）
Beyond Convolution: Advancing Hypergraph Neural Networks with Hypergraph U-Nets
Institute for Financial Services Analytics, University of Delaware（特拉华大学金融服务分析研究所）；Department of Applied Economics and Statistics, University of Delaware（特拉华大学应用经济学与统计学系）；Department of Electrical and Computer Engineering, University of Kentucky（肯塔基大学电气与计算机工程系）；Department of Electrical and Computer Engineering, University of Delaware（特拉华大学电气与计算机工程系）
Multi-Relational Knowledge Graph Enhanced Embedding for Trajectory-User Linking
the College of Information, Mechanical and Electrical Engineering, Shanghai Normal University（上海师范大学信息与机电工程学院）；Shanghai Urban-Rural Construction & Transportation Development Institute（上海城乡建设与交通发展研究院）；Zhongke Zidong Information Technology（中科紫东信息技术（北京）有限公司）
GraD-IBD: Graph Representation Learning from Diagnosis Trajectories for Early Detection of Inflammatory Bowel Disease
Department of Surgery, Mayo Clinic, Rochester, MN, USA（外科部，梅奥诊所，罗切斯特，MN，美国）；Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA（健康保健交付科学中心，梅奥诊所，罗切斯特，MN，美国）；Division of Hepatobiliary and Pancreas Surgery, Mayo Clinic, Rochester, MN, USA（肝胆胰外科部，梅奥诊所，罗切斯特，MN，美国）；Department of Artificial Intelligence and Informatics, Mayo Clinic, Rochester, MN, USA（人工智能与信息学部，梅奥诊所，罗切斯特，MN，美国）
Scaling Recurrence-aware Foundation Models for Clinical Records via Next-Visit Prediction
Center for Data Science（数据科学中心）；New York University（纽约大学）；Department of Radiology（放射科）；NYU Grossman School of Medicine（NYU Grossman医学院）；Center for Biomedical Imaging（生物医学成像中心）；Department of Population Health（人群健康部）
PG$^2$Net: Personalized and Group Preferences Guided Network for Next Place Prediction
College of Information, Mechanical, and Electrical Engineering, Shanghai Normal University（上海师范大学信息与机电工程学院）；School of Information Science and Engineering, Shandong University（山东大学信息科学与工程学院）；Shanghai Municipal Country-rural Construction and Transportation Institute（上海市城乡建设和交通研究院）；AI Institute, Shanghai Jiao Tong University（上海交通大学人工智能研究院）
TA-RNN-Medical-Hybrid: A Time-Aware and Interpretable Framework for Mortality Risk Prediction
Department of Computer Engineering, SRC.,Islamic Azad university（计算机工程系，伊斯兰教Azad大学）；School of Computer Engineering, Iran university of Science and technology（计算机工程学院，伊朗科学技术大学）
DNMDR: Dynamic Networks and Multi-view Drug Representations for Safe Medication Recommendation
School of Information Science and Engineering, Shandong Normal University（山东师范大学信息科学与工程学院）；Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology（山东省分布式计算机软件新技术重点实验室）；State Key Laboratory of High-end Server and Storage Technology（高端服务器与存储技术国家重点实验室）
