Benchmarking deep learning models on large healthcare datasets

Journal of Biomedical Informatics, pp. 112-134, 2018.

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Abstract:

•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.

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