Benchmarking deep learning models on large healthcare datasets

• Published in: Journal of biomedical informatics Vol. 83; pp. 112 - 134
• Main Authors: Purushotham, Sanjay, Meng, Chuizheng, Che, Zhengping, Liu, Yan
• Format: Journal Article
• Language: English
• Published: United States Elsevier Inc 01.07.2018
• Subjects: Deep learning models; ICD-9 code group prediction; Length of stay; Mortality prediction; Super learner algorithm; Super learner algorithm; Deep learning models; Mortality prediction; ICD-9 code group prediction; Length of stay

[Display omitted] •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...