MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification

MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification

6 February 2025

Xiaozhuang Song

Papers citing "MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification"

14 / 14 papers shown

Title
DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation Munib Mesinovic Soheila Molaei Peter Watkinson Tingting Zhu AI4TS 62 0 0 28 Mar 2025
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective Kun Yi Qi Zhang Wei Fan Hui He Liang Hu Pengyang Wang Ning An Longbin Cao ZhenDong Niu AI4TS 56 120 0 10 Nov 2023
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series Yihe Wang Yu Han Haishuai Wang Xiang Zhang AI4TS 87 50 0 21 Oct 2023
MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs Raneen Younis Abdul Hakmeh Zahra Ahmadi AI4TS 27 7 0 06 Jun 2023
ManyDG: Many-domain Generalization for Healthcare Applications Chaoqi Yang M. P. M. Brandon Westover Jimeng Sun OOD CML 42 21 0 21 Jan 2023
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Yuqi Nie Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AIFin AI4TS 79 1,351 0 27 Nov 2022
Hierarchical Deep Learning with Generative Adversarial Network for Automatic Cardiac Diagnosis from ECG Signals Zekai Wang S. Stavrakis B. Yao GAN 48 56 0 19 Oct 2022
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 44 115 0 30 Aug 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Haixu Wu Jiehui Xu Jianmin Wang Mingsheng Long AI4TS 109 2,245 0 24 Jun 2021
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Lei Bai Lina Yao Can Li Xianzhi Wang Can Wang GNN AI4TS 82 1,186 0 06 Jul 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David Clifton 70 192 0 27 May 2020
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 305 2,693 0 12 Sep 2018
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 112 3,712 0 14 Sep 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014