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Sparse and Hierarchical Transformer for Survival Analysis on Whole Slide Images 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2024, 卷号: 28, 期号: 1, 页码: 7-18
作者:  Yan, Rui;  Lv, Zhilong;  Yang, Zhidong;  Lin, Senlin;  Zheng, Chunhou;  Zhang, Fa
收藏  |  浏览/下载:10/0  |  提交时间:2024/05/20
Hierarchical representation  pathological image analysis  sparse transformer  survival analysis  
TransSurv: Transformer-Based Survival Analysis Model Integrating Histopathological Images and Genomic Data for Colorectal Cancer 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2023, 卷号: 20, 期号: 6, 页码: 3411-3420
作者:  Lv, Zhilong;  Lin, Yuexiao;  Yan, Rui;  Wang, Ying;  Zhang, Fa
收藏  |  浏览/下载:42/0  |  提交时间:2024/05/20
Cancer  Genomics  Bioinformatics  Transformers  Tumors  Feature extraction  Prognostics and health management  Survival analysis  multi-modal learning  transformer  histopathological slides  genomic data  
A Novel Attention-Mechanism Based Cox Survival Model by Exploiting Pan-Cancer Empirical Genomic Information 期刊论文
CELLS, 2022, 卷号: 11, 期号: 9, 页码: 18
作者:  Meng, Xiangyu;  Wang, Xun;  Zhang, Xudong;  Zhang, Chaogang;  Zhang, Zhiyuan;  Zhang, Kuijie;  Wang, Shudong
收藏  |  浏览/下载:30/0  |  提交时间:2022/12/07
deep learning  survival analysis  neural networks  Cox regression  cancer prognosis  
DeepOmix: A scalable and interpretable multi-omics deep learning framework and application in cancer survival analysis 期刊论文
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2021, 卷号: 19, 页码: 2719-2725
作者:  Zhao, Lianhe;  Dong, Qiongye;  Luo, Chunlong;  Wu, Yang;  Bu, Dechao;  Qi, Xiaoning;  Luo, Yufan;  Zhao, Yi
收藏  |  浏览/下载:51/0  |  提交时间:2021/12/01
Multi-omics  Deep learning  Survival analysis  Prognosis prediction  Interpretable model