EHR2Vec: Representation Learning of Medical Concepts From Temporal Patterns of Clinical Notes Based on Self-Attention Mechanism.
作者： Li Wang , Qinghua Wang , Heming Bai , Cong Liu , Wei Liu
关键词:
摘要: Efficiently learning representations of clinical concepts (ie, symptoms, lab test, etc.) from unstructured clinical notes of electronic health record (EHR) data remain significant …
frontiersin.org
figshare.com
sci-hub.st 参考文章(7)
Chi Chiu Mok, Desmond YH Yap, Sandra V Navarra, Zhi‐hong Liu, Ming‐hui Zhao, Liangjing Lu, Tsutomu Takeuchi, Yingyos Avihingsanon, Xue‐qing Yu, Elizabeth A Lapid, Lenrore R Lugue‐Lizardo, Vasant Sumethkul, Nan Shen, Shun‐le Chen, Tak Mao Chan, Asian Lupus Nephritis Network (ALNN), None, Overview of lupus nephritis management guidelines and perspective from Asia Nephrology. ,vol. 19, pp. 11- 20 ,(2014) , 10.1111/NEP.12136
Helmut Schmid, Efficient parsing of highly ambiguous context-free grammars with bit vectors Proceedings of the 20th international conference on Computational Linguistics - COLING '04. pp. 162- 168 ,(2004) , 10.3115/1220355.1220379
Hongyin Luo, Zhiyuan Liu, Huanbo Luan, Maosong Sun, Online Learning of Interpretable Word Embeddings empirical methods in natural language processing. pp. 1687- 1692 ,(2015) , 10.18653/V1/D15-1196
Edward Choi, Mohammad Taha Bahadori, Elizabeth Searles, Catherine Coffey, Michael Thompson, James Bost, Javier Tejedor-Sojo, Jimeng Sun, Multi-layer Representation Learning for Medical Concepts knowledge discovery and data mining. pp. 1495- 1504 ,(2016) , 10.1145/2939672.2939823
Salem Almaani, Alexa Meara, Brad H Rovin, None, Update on Lupus Nephritis Clinical Journal of The American Society of Nephrology. ,vol. 12, pp. 825- 835 ,(2017) , 10.2215/CJN.05780616
Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer, Deep contextualized word representations north american chapter of the association for computational linguistics. ,vol. 1, pp. 2227- 2237 ,(2018) , 10.18653/V1/N18-1202
Stephen Wu, Kirk Roberts, Surabhi Datta, Jingcheng Du, Zongcheng Ji, Yuqi Si, Sarvesh Soni, Qiong Wang, Qiang Wei, Yang Xiang, Bo Zhao, Hua Xu, Deep learning in clinical natural language processing: a methodical review. Journal of the American Medical Informatics Association. ,vol. 27, pp. 457- 470 ,(2020) , 10.1093/JAMIA/OCZ200