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面向患者表征的图学习模型与方法研究 学位论文
, 2024
Authors:  顾一凡
Adobe PDF(5440Kb)  |  Favorite  |  View/Download:27/1  |  Submit date:2024/06/17
患者表征学习  患者相似性学习  相似患者检索  图神经网络  深度哈希方法  
Graph-guided deep hashing networks for similar patient retrieval 期刊论文
Computers in Biology and Medicine, 2024, 卷号: 169, 页码: 107865
Authors:  Gu, Yifan;  Yang, Xuebing;  Sun, Mengxuan;  Wang, Chutong;  Yang, Hongyu;  Yang, Chao;  Wang, Jinwei;  Kong, Guilan;  Lv, Jicheng;  Zhang, Wensheng
Adobe PDF(1325Kb)  |  Favorite  |  View/Download:45/18  |  Submit date:2024/05/28
Similar patient retrieval  Deep hashing  Graph neural networks  Patient representation learning  Electronic health records  
A cross-modal clinical prediction system for intensive care unit patient outcome 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2024, 卷号: 283, 页码: 16
Authors:  Sun, Mengxuan;  Yang, Xuebing;  Niu, Jinghao;  Gu, Yifan;  Wang, Chutong;  Zhang, Wensheng
Favorite  |  View/Download:70/0  |  Submit date:2024/02/21
Electronic health records  Clinical outcome prediction  Patient representation  Cross-modal contrastive learning  
CEHMR: Curriculum learning enhanced hierarchical multi-label classification for medication recommendation 期刊论文
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2023, 卷号: 143, 页码: 13
Authors:  Sun, Mengxuan;  Niu, Jinghao;  Yang, Xuebing;  Gu, Yifan;  Zhang, Wensheng
Favorite  |  View/Download:126/0  |  Submit date:2023/11/16
Medication recommendation  EHR  Hierarchical multi-label classification  Curriculum learning  
Multi-level semantic fusion network for Chinese medical named entity recognition 期刊论文
JOURNAL OF BIOMEDICAL INFORMATICS, 2022, 卷号: 133, 页码: 8
Authors:  Shi, Jintong;  Sun, Mengxuan;  Sun, Zhengya;  Li, Mingda;  Gu, Yifan;  Zhang, Wensheng
Favorite  |  View/Download:189/0  |  Submit date:2023/01/09
Medical named entity recognition  Multi-level semantic fusion  Syntactic dependency parsing  Graph neural network  
Structure-aware siamese graph neural networks for encounter-level patient similarity learning 期刊论文
JOURNAL OF BIOMEDICAL INFORMATICS, 2022, 卷号: 127, 页码: 13
Authors:  Gu, Yifan;  Yang, Xuebing;  Tian, Lei;  Yang, Hongyu;  Lv, Jicheng;  Yang, Chao;  Wang, Jinwei;  Xi, Jianing;  Kong, Guilan;  Zhang, Wensheng
Favorite  |  View/Download:279/0  |  Submit date:2022/06/10
Encounter-Level Patient Similarity  Representation Learning  Siamese Networks  Graph Neural Networks