Benchmarking deep learning models on large healthcare datasets.

Sanjay Purushotham,Chuizheng Meng,Zhengping Che,Yan Liu

Journal of Biomedical Informatics（2018）

引用 367|浏览132

暂无评分

摘要

•Exhaustive benchmarking evaluation of deep learning models on MIMIC-III dataset.•Mortality, Length of stay, and ICD-9 code prediction tasks are used for evaluation.•Deep learning models achieve the best performance compared to all existing models.•Deep learning models perform well with raw clinical time series features.

查看译文

关键词

Deep learning models,Super learner algorithm,Mortality prediction,Length of stay,ICD-9 code group prediction

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要